{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## markdown 介绍你的爬虫项目（数据挖掘项目）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Web 数据挖掘 ：[51Job](https://www.51job.com/)  \n",
    "\n",
    "**1. url请求**  \n",
    "- 使用 request_html\n",
    "\n",
    "**2. 解析 URL 参数**  \n",
    "- 对链接进行解析，找出链接中的参数变化及其意义\n",
    "- 解析参数含义 urllib.parse.unquote()\n",
    "- 构建行业分类、职能分类及关键词参数模版，自动生成对应 URL  \n",
    "\n",
    "**3. 解析 HTML 抓取页面、详细页内容，以及翻页爬取**  \n",
    "- 解析翻页参数，实现翻页抓取\n",
    "- 避免如果批量时出现网站抓取慢或者报错， 尝试time.sleep(?)+ random(15,30)\n",
    "- 用 XPath 解析页面，获取职位列表页面内容\n",
    "- 循环遍历链接，获取职业详细页面内容\n",
    "\n",
    "**4. 存储数据至本地**\n",
    "- 导出 Excel 文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 获取xpath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 基本模块\n",
    "import pandas as pd\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://search.51job.com/list/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script=r.html.xpath('//script')\n",
    "script=script[-3]\n",
    "script_url=\"http:\"+script.html.split(\"\\\"\")[3]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res=session.get(script_url)\n",
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 参数构建工作，找出不同学历所对应的参数为下面参数字典做准备。\n",
    "## 这里选取 工作职能 工作年限 学历要求"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 工作职能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " 7700: '移动开发',\n",
       " 7701: 'Android开发工程师',\n",
       " 7702: 'iOS开发工程师',\n",
       " 7705: '小程序开发工程师',\n",
       " 7703: '移动开发工程师',\n",
       " 7704: '其他',\n",
       " 7200: '前端开发',\n",
       " 7201: 'Web前端开发',\n",
       " 7202: 'HTML5开发工程师',\n",
       " 7203: '其他',\n",
       " 7300: '人工智能',\n",
       " 7301: '机器学习工程师',\n",
       " 7302: '深度学习工程师',\n",
       " 7303: '图像算法工程师',\n",
       " 7304: '图像处理工程师',\n",
       " 7305: '图像识别工程师',\n",
       " 7306: '语音识别工程师',\n",
       " 7307: '机器视觉工程师',\n",
       " 7308: '自然语言处理(NLP)',\n",
       " 7309: '算法工程师',\n",
       " 7310: '推荐算法工程师',\n",
       " 7311: '搜索算法工程师',\n",
       " 7312: '其他',\n",
       " 7800: '游戏',\n",
       " 7801: '游戏策划师',\n",
       " 7802: '游戏系统策划',\n",
       " 7803: '游戏数值策划',\n",
       " 7804: '游戏关卡策划',\n",
       " 7805: '游戏文案策划/剧情策划',\n",
       " 7806: '游戏界面设计师',\n",
       " 7820: '游戏角色设计师',\n",
       " 7817: '游戏特效设计师',\n",
       " 7822: 'UE4特效师',\n",
       " 7818: '游戏动作设计师',\n",
       " 7819: '游戏场景设计师',\n",
       " 7807: '游戏原画师',\n",
       " 7808: '游戏动画师',\n",
       " 7809: '游戏开发工程师',\n",
       " 7810: 'Cocos2d-x开发工程师',\n",
       " 7811: 'Unity3d开发工程师',\n",
       " 7823: 'UE4开发工程师',\n",
       " 7812: '游戏客户端开发工程师',\n",
       " 7813: '游戏服务端开发工程师',\n",
       " 7821: '游戏测试',\n",
       " 7814: '游戏运营',\n",
       " 7815: '电子竞技运营',\n",
       " 7816: '其他',\n",
       " 7400: '视觉/交互设计',\n",
       " 7420: '平面设计总监',\n",
       " 7421: '平面设计经理/主管',\n",
       " 7413: '平面设计师',\n",
       " 7419: '美工/电商设计师',\n",
       " 7412: 'UI设计师',\n",
       " 7403: '视觉设计师',\n",
       " 7401: '网页设计师',\n",
       " 7404: '用户体验（UE/UX）设计师',\n",
       " 7402: '交互设计师',\n",
       " 7422: '动画/3D设计',\n",
       " 7407: '特效设计师',\n",
       " 7418: '原画师',\n",
       " 7417: '绘画',\n",
       " 7416: '多媒体设计',\n",
       " 7406: 'Flash设计师',\n",
       " 7408: '音效设计师',\n",
       " 7409: '计算机辅助设计工程师',\n",
       " 7410: '仿真应用工程师',\n",
       " 7405: '网站架构设计师',\n",
       " 7411: '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " 2700: '测试',\n",
       " 2707: '软件测试工程师',\n",
       " 2718: '功能测试',\n",
       " 2719: '性能测试',\n",
       " 2724: '安全测试',\n",
       " 2720: '自动化测试',\n",
       " 2721: '移动端测试',\n",
       " 2722: '测试开发',\n",
       " 2726: '测试总监',\n",
       " 2705: '测试经理',\n",
       " 2723: '测试主管',\n",
       " 2706: '系统测试',\n",
       " 2704: '标准化工程师',\n",
       " 2725: '测试工程师',\n",
       " 2711: '其他',\n",
       " 7900: '运维/技术支持',\n",
       " 7901: '运维工程师',\n",
       " 7920: '自动化运维工程师',\n",
       " 7902: '系统工程师',\n",
       " 7903: '数据库工程师(DBA)',\n",
       " 7904: '系统集成工程师',\n",
       " 7905: 'ERP实施顾问',\n",
       " 7906: '网络安全工程师',\n",
       " 7915: '运维开发',\n",
       " 7907: '网站维护工程师',\n",
       " 7908: '技术支持/维护经理',\n",
       " 7909: '技术支持/维护工程师',\n",
       " 7910: '配置管理工程师',\n",
       " 7912: 'IT经理/IT主管',\n",
       " 7913: '网络工程师(IT工程师)',\n",
       " 7914: '网络管理(Helpdesk)',\n",
       " 7916: '网络维修',\n",
       " 7917: '手机维修',\n",
       " 7918: '电脑维修',\n",
       " 7919: '其他',\n",
       " 7500: '数据',\n",
       " 7502: '数据分析经理/主管',\n",
       " 7501: '数据分析师',\n",
       " 7503: 'ETL开发工程师',\n",
       " 7504: 'BI工程师',\n",
       " 7505: '数据仓库工程师',\n",
       " 7506: '数据采集工程师',\n",
       " 7507: '数据建模工程师',\n",
       " 7508: '数据治理工程师',\n",
       " 7509: '其他',\n",
       " 6600: '产品',\n",
       " 6604: '产品总监',\n",
       " 6602: '产品经理/主管',\n",
       " 6605: '互联网产品经理',\n",
       " 6606: '移动产品经理',\n",
       " 6607: '用户产品经理',\n",
       " 6608: '电商产品经理',\n",
       " 6601: '产品专员',\n",
       " 6603: '产品助理',\n",
       " 6609: '需求工程师',\n",
       " 6610: '其他',\n",
       " 8000.0: '运营',\n",
       " 8050: '运营总监',\n",
       " 8049: '运营经理',\n",
       " 8048: '运营主管',\n",
       " 8047: '运营专员',\n",
       " 8053: '运营助理',\n",
       " 8030: '网站运营总监',\n",
       " 8003: '网站运营经理/主管',\n",
       " 8016: '网站运营专员',\n",
       " 8032: '网络推广总监',\n",
       " 8033: '网络推广经理/主管',\n",
       " 8034: '网络推广专员',\n",
       " 8024: 'SEO/SEM',\n",
       " 8046: '信息流优化师',\n",
       " 8010: '新媒体运营',\n",
       " 8059: '直播运营',\n",
       " 8055: '微信运营',\n",
       " 8054: '微博运营',\n",
       " 8041: '用户运营',\n",
       " 8058: '社区/社群运营',\n",
       " 8042: '活动运营',\n",
       " 8043: '内容运营',\n",
       " 8051: '品类运营',\n",
       " 8044: '数据运营',\n",
       " 8045: '线下运营',\n",
       " 8057: '产品运营',\n",
       " 8007: '网站编辑',\n",
       " 8052: '内容审核',\n",
       " 8006: '网站策划',\n",
       " 8011: '其他',\n",
       " 6100: '电子商务',\n",
       " 6111: '电商总监',\n",
       " 6110: '电商经理/电商主管',\n",
       " 6109: '电商专员',\n",
       " 6102: '电商运营',\n",
       " 6112: '跨境电商运营',\n",
       " 6101: '网店店长',\n",
       " 6103: '网店店铺管理员',\n",
       " 6104: '网店客服',\n",
       " 6105: '店铺推广',\n",
       " 6107: '网店模特',\n",
       " 6108: '其他',\n",
       " 2600: '技术管理',\n",
       " 2611: '首席技术执行官CTO',\n",
       " 2612: '首席信息官CIO',\n",
       " 2602: '技术总监/经理',\n",
       " 2605: '项目总监',\n",
       " 2606: '项目经理',\n",
       " 2607: '项目主管',\n",
       " 2608: '项目执行/协调人员',\n",
       " 2610: '项目助理',\n",
       " 2609: '其他',\n",
       " 6700: '半导体/芯片',\n",
       " 6701: '集成电路IC设计/应用工程师',\n",
       " 6727: '芯片架构工程师',\n",
       " 6728: 'FPGA开发工程师',\n",
       " 6729: 'MEMS工程师',\n",
       " 6730: '射频芯片设计',\n",
       " 6731: '模拟芯片工程师',\n",
       " 6722: '版图设计工程师',\n",
       " 6732: '模拟版图工程师',\n",
       " 6733: '数字前端工程师',\n",
       " 6702: 'IC验证工程师',\n",
       " 6734: 'FPGA原型验证工程师',\n",
       " 6735: 'EDA工程师',\n",
       " 6736: '可测性设计工程师(DFT)',\n",
       " 6737: '数字后端工程师',\n",
       " 6738: '芯片测试工程师',\n",
       " 6712: 'FAE 现场应用工程师',\n",
       " 6723: '半导体工艺工程师',\n",
       " 6740: '工艺整合工程师(PIE)',\n",
       " 6739: '半导体设备工程师',\n",
       " 6741: '失效分析工程师(FA)',\n",
       " 6760: '封装工程师',\n",
       " 6744: '封装研发工程师',\n",
       " 6750: '半导体测试工程师',\n",
       " 6746: '芯片销售工程师',\n",
       " 6761: '半导体器件工程师',\n",
       " 6747: '半导体文档工程师',\n",
       " 6748: '半导体产品经理/产品工程师',\n",
       " 6707: '半导体技术',\n",
       " 6749: '其他',\n",
       " 2900: '电子/电器/仪器仪表',\n",
       " 2903: '电子工程师/技术员',\n",
       " 2964: 'PCB工程师',\n",
       " 2917: '电子技术研发工程师',\n",
       " 2909: '电子软件开发(ARM/MCU...)',\n",
       " 2962: '电子元器件工程师',\n",
       " 2951: '电子工艺工程师',\n",
       " 2965: 'SMT工程师',\n",
       " 2959: '电子设备工程师',\n",
       " 2920: '电子/电器维修工程师/技师',\n",
       " 2910: '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " 2919: '嵌入式硬件开发(主板机…)',\n",
       " 2955: '硬件工程师',\n",
       " 2956: '高级硬件工程师',\n",
       " 2957: '硬件测试工程师',\n",
       " 2904: '电气工程师/技术员',\n",
       " 2966: 'PLC工程师',\n",
       " 2905: '电路工程师/技术员(模拟/数字)',\n",
       " 2906: '电声/音响工程师/技术员',\n",
       " 2911: '电池/电源开发',\n",
       " 2914: '仪器/仪表/计量分析师',\n",
       " 2958: '计量工程师',\n",
       " 2918: '激光/光电子技术',\n",
       " 2921: '变压器与磁电工程师',\n",
       " 2913: '家用电器/数码产品研发',\n",
       " 2908: '自动控制工程师/技术员',\n",
       " 2963: '机器人调试工程师',\n",
       " 2925: '安防系统工程师',\n",
       " 2952: '电子销售工程师',\n",
       " 2953: '电子文档工程师',\n",
       " 2954: '电子产品经理/产品工程师',\n",
       " 2916: '其他',\n",
       " 2800: '通信技术开发及应用',\n",
       " 2801: '通信技术工程师',\n",
       " 2803: '无线通信工程师',\n",
       " 2802: '有线传输工程师',\n",
       " 2815: '射频工程师',\n",
       " 2805: '数据通信工程师',\n",
       " 2807: '通信网络工程师',\n",
       " 2819: '核心网工程师',\n",
       " 2818: '基站工程师',\n",
       " 2820: '通信设备工程师',\n",
       " 2808: '通信电源工程师',\n",
       " 2804: '电信交换工程师',\n",
       " 2814: '光通信工程师',\n",
       " 2816: '通信测试工程师',\n",
       " 2817: '通信销售工程师',\n",
       " 2812: '通信文档工程师',\n",
       " 2813: '通信产品经理/产品工程师',\n",
       " 2821: '通信项目管理',\n",
       " 2809: '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " 3000.0: '销售人员',\n",
       " 3009: '大客户销售',\n",
       " 3001: '销售代表',\n",
       " 3014: '区域销售代表',\n",
       " 3002: '渠道/分销专员',\n",
       " 3003: '客户代表',\n",
       " 3004: '销售工程师',\n",
       " 3005: '电话销售',\n",
       " 3017: '地推专员',\n",
       " 3016: '门店销售',\n",
       " 3015: '海外销售',\n",
       " 3010: '网络销售/在线销售',\n",
       " 3013: '直播销售',\n",
       " 3008: '团购业务员',\n",
       " 3006: '经销商',\n",
       " 3011: '会籍顾问',\n",
       " 3012: '销售助理',\n",
       " 3007: '其他',\n",
       " 3100: '销售行政及商务',\n",
       " 3101: '销售行政经理/主管',\n",
       " 3102: '销售行政专员',\n",
       " 3108: '业务分析经理/主管',\n",
       " 3109: '业务分析专员/助理',\n",
       " 3103: '商务经理',\n",
       " 3104: '商务主管/专员',\n",
       " 3105: '商务助理',\n",
       " 3106: '销售行政助理',\n",
       " 3107: '其他',\n",
       " 3200: '客服及支持',\n",
       " 3201: '客服总监',\n",
       " 3202: '客服经理',\n",
       " 3203: '客服主管',\n",
       " 3204: '客服专员/助理',\n",
       " 3210: '客户关系经理/主管',\n",
       " 3205: '售前/售后技术支持经理',\n",
       " 3206: '售前/售后技术支持主管',\n",
       " 3207: '售前/售后技术支持工程师',\n",
       " 3208: '咨询热线/呼叫中心服务人员',\n",
       " 3213: '网络/在线客服',\n",
       " 3211: '投诉专员',\n",
       " 3212: 'VIP专员',\n",
       " 3209: '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " 3300: '金融/证券/期货/投资',\n",
       " 3301: '证券/期货/外汇经纪人',\n",
       " 3302: '证券分析师',\n",
       " 3319: '期货分析师',\n",
       " 3316: '量化研究',\n",
       " 3320: '证券交易员',\n",
       " 3303: '股票/期货操盘手',\n",
       " 3304: '金融/经济研究员',\n",
       " 3312: '金融产品经理',\n",
       " 3315: '金融产品销售',\n",
       " 3317: '机构业务销售',\n",
       " 3322: '投资总监',\n",
       " 3323: '投资经理',\n",
       " 3341: '基金经理',\n",
       " 3325: '投资顾问',\n",
       " 3326: '理财顾问',\n",
       " 3307: '投资银行业务',\n",
       " 3313: '投资银行财务分析',\n",
       " 3308: '融资经理/融资主管',\n",
       " 3309: '融资专员',\n",
       " 3318: '营业部总经理/副总经理',\n",
       " 3314: '风险管理/控制',\n",
       " 3324: '资产管理',\n",
       " 3310: '拍卖/担保/典当业务',\n",
       " 3311: '其他',\n",
       " 2200: '银行',\n",
       " 2207: '行长/副行长',\n",
       " 2231: '银行客户总监',\n",
       " 2223: '个人业务部门经理/主管',\n",
       " 2224: '个人业务客户经理',\n",
       " 2225: '公司业务部门经理/主管',\n",
       " 2226: '公司业务客户经理',\n",
       " 2227: '综合业务经理/主管',\n",
       " 2228: '综合业务专员',\n",
       " 2233: '理财经理',\n",
       " 2208: '资产评估/分析',\n",
       " 2209: '风险控制',\n",
       " 2215: '信贷管理',\n",
       " 3340: '催收',\n",
       " 2229: '信审核查',\n",
       " 2210: '进出口/信用证结算',\n",
       " 2212: '外汇交易',\n",
       " 2211: '清算人员',\n",
       " 2213: '高级客户经理/客户经理',\n",
       " 2214: '客户主管/专员',\n",
       " 2230: '营业部大堂经理',\n",
       " 2222: '信用卡销售',\n",
       " 2232: '呼叫中心客服',\n",
       " 2216: '银行柜员',\n",
       " 2234: '小微信贷专员',\n",
       " 2221: '其他',\n",
       " 3400: '保险',\n",
       " 3401: '保险精算师',\n",
       " 3402: '保险产品开发/项目策划',\n",
       " 3403: '保险业务经理/主管',\n",
       " 3404: '保险经纪人/保险代理',\n",
       " 3414: '保险电销',\n",
       " 3407: '保险核保',\n",
       " 3408: '保险理赔',\n",
       " 3409: '保险客户服务/续期管理',\n",
       " 3410: '保险培训师',\n",
       " 3411: '保险内勤',\n",
       " 3413: '契约管理',\n",
       " 3405: '理财顾问/财务规划师',\n",
       " 3406: '储备经理人',\n",
       " 3415: '保险业务推动/督导',\n",
       " 3412: '其他',\n",
       " 3500: '生产/营运',\n",
       " 3501: '工厂经理/厂长',\n",
       " 3502: '总工程师/副总工程师',\n",
       " 3513: '项目总监',\n",
       " 3503: '项目经理/主管',\n",
       " 3504: '项目工程师',\n",
       " 3505: '营运经理',\n",
       " 3506: '营运主管',\n",
       " 3514: '生产总监',\n",
       " 3507: '生产经理/车间主任',\n",
       " 3509: '生产主管',\n",
       " 3515: '生产领班/组长',\n",
       " 3508: '生产计划/物料管理(PMC)',\n",
       " 3512: '生产文员',\n",
       " 3518: '生产跟单',\n",
       " 3516: '设备主管',\n",
       " 3510: '化验员',\n",
       " 3517: '厂务',\n",
       " 3511: '其他',\n",
       " 3600: '质量安全',\n",
       " 3601: '质量管理/测试经理(QA/QC经理)',\n",
       " 3602: '质量管理/测试主管(QA/QC主管)',\n",
       " 3603: '质量管理/测试工程师(QA/QC工程师)',\n",
       " 3605: '可靠度工程师',\n",
       " 3606: '故障分析工程师',\n",
       " 3607: '认证工程师',\n",
       " 3608: '体系工程师',\n",
       " 3604: '质检员/测试员(QC)',\n",
       " 3615: '审核员',\n",
       " 3609: '环境/健康/安全经理/主管（EHS）',\n",
       " 3610: '环境/健康/安全工程师（EHS）',\n",
       " 3614: '安全员',\n",
       " 3611: '供应商管理',\n",
       " 3612: '采购材料、设备质量管理',\n",
       " 3613: '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " 7100: '汽车研发设计',\n",
       " 7101: '汽车项目管理',\n",
       " 7102: '汽车设计工程师',\n",
       " 7103: '车身/造型设计',\n",
       " 7104: '汽车结构工程师',\n",
       " 7105: '内外饰工程师',\n",
       " 7106: '汽车电子工程师',\n",
       " 7107: '电气/电器工程师',\n",
       " 7108: '附件系统工程师',\n",
       " 7109: '动力总成工程师',\n",
       " 7110: '发动机工程师',\n",
       " 7111: '底盘工程师',\n",
       " 7112: '汽车安全性能工程师',\n",
       " 7113: '汽车试验工程师',\n",
       " 7114: '新能源电池工程师',\n",
       " 7115: '新能源电控工程师',\n",
       " 7116: '新能源电机工程师',\n",
       " 7117: '汽车标定工程师',\n",
       " 7118: '发动机匹配工程师',\n",
       " 7119: '车联网工程师',\n",
       " 7120: '智能驾驶工程师',\n",
       " 7121: '研发总监/部长/专家',\n",
       " 7122: '其他',\n",
       " 5400: '汽车制造',\n",
       " 5404: '汽车质量工程师',\n",
       " 5421: '供应商质量工程师',\n",
       " 5422: '前期质量工程师',\n",
       " 5423: '过程质量工程师',\n",
       " 5424: '客户质量工程师',\n",
       " 5406: '汽车装配工艺工程师',\n",
       " 5425: '总装工程师',\n",
       " 5426: '焊接工艺工程师',\n",
       " 5427: '冲压工艺工程师',\n",
       " 5428: '涂装工艺工程师',\n",
       " 5411: '其他',\n",
       " 5900: '汽车销售与服务',\n",
       " 5903: '汽车销售/经纪人',\n",
       " 5902: '售后服务/客户服务',\n",
       " 5916: '汽车金融销售',\n",
       " 5918: '汽车金融经理',\n",
       " 5917: '汽车金融专员',\n",
       " 5915: '车险定损/理赔',\n",
       " 5907: '汽车修理工',\n",
       " 5905: '汽车检验/检测',\n",
       " 5906: '汽车装饰美容',\n",
       " 5913: '汽车钣金',\n",
       " 5914: '汽车喷漆',\n",
       " 5912: '汽车电工',\n",
       " 5908: '洗车工',\n",
       " 5901: '4S店经理/维修站经理',\n",
       " 5904: '二手车评估师',\n",
       " 5910: '加油站工作员',\n",
       " 5911: '其他',\n",
       " 3700: '技工普工',\n",
       " 3710: '普工/操作工',\n",
       " 3701: '技工',\n",
       " 3707: '叉车司机/铲车司机',\n",
       " 3728: '吊车司机',\n",
       " 3729: '挖掘机司机',\n",
       " 3715: '组装工',\n",
       " 3716: '包装工',\n",
       " 3703: '焊工',\n",
       " 3717: '氩弧焊工',\n",
       " 3706: '电工',\n",
       " 3718: '电力线路工',\n",
       " 3719: '旋压工',\n",
       " 3720: '仪表工',\n",
       " 3721: '电镀工',\n",
       " 3722: '喷塑工',\n",
       " 3709: '水工',\n",
       " 3723: '木工',\n",
       " 3724: '漆工',\n",
       " 3708: '空调工',\n",
       " 3725: '电梯工',\n",
       " 3726: '锅炉工',\n",
       " 3730: '3D打印操作员',\n",
       " 3727: '学徒工',\n",
       " 3713: '其他',\n",
       " 3800: '服装/纺织/皮革',\n",
       " 3812: '服装/纺织设计总监',\n",
       " 3801: '服装/纺织设计',\n",
       " 3813: '服装/纺织/皮革工艺师',\n",
       " 3802: '面料辅料开发',\n",
       " 3803: '面料辅料采购',\n",
       " 3804: '服装/纺织/皮革跟单',\n",
       " 3814: '服装领班',\n",
       " 3805: '服装纺织质检员(QA/QC)',\n",
       " 3806: '板房/楦头/底格出格师',\n",
       " 3811: '电脑放码员',\n",
       " 3808: '纸样师/车板工',\n",
       " 3809: '裁床',\n",
       " 3807: '打样/制版',\n",
       " 3815: '裁剪工',\n",
       " 3816: '缝纫工',\n",
       " 3817: '手缝工',\n",
       " 3818: '烫工',\n",
       " 3819: '样衣工',\n",
       " 3820: '纺织工',\n",
       " 3821: '针织工',\n",
       " 3822: '配色工',\n",
       " 3823: '印染工',\n",
       " 3824: '漂染工',\n",
       " 3825: '挡车工',\n",
       " 3826: '整经工',\n",
       " 3827: '细纱工',\n",
       " 3828: '浆纱工',\n",
       " 3810: '其他',\n",
       " 3900: '采购',\n",
       " 3901: '采购总监',\n",
       " 3902: '采购经理',\n",
       " 3903: '采购主管',\n",
       " 3904: '采购员',\n",
       " 3905: '采购助理',\n",
       " 3908: '买手',\n",
       " 3909: '供应商开发',\n",
       " 3907: '其他',\n",
       " 4000.0: '贸易',\n",
       " 4001: '贸易/外贸经理/主管',\n",
       " 4002: '贸易/外贸专员/助理',\n",
       " 4009: '外贸销售',\n",
       " 4003: '国内贸易人员',\n",
       " 4004: '业务跟单经理',\n",
       " 4005: '高级业务跟单',\n",
       " 4006: '业务跟单',\n",
       " 4007: '助理业务跟单',\n",
       " 4008: '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " 4100: '生物/制药/医疗器械',\n",
       " 4101: '生物工程/生物制药',\n",
       " 4116: '化学分析测试员',\n",
       " 4103: '医药技术研发管理人员',\n",
       " 4104: '医药技术研发人员',\n",
       " 4126: '医药学术推广',\n",
       " 4105: '临床研究员',\n",
       " 4106: '临床协调员',\n",
       " 4127: '临床监查员',\n",
       " 4123: '临床数据分析员',\n",
       " 4107: '药品注册',\n",
       " 4108: '药品生产/质量管理',\n",
       " 4109: '药品市场推广经理',\n",
       " 4110: '药品市场推广主管/专员',\n",
       " 4120: '医药招商',\n",
       " 4121: '政府事务管理',\n",
       " 4122: '招投标管理',\n",
       " 4111: '医药销售经理/主管',\n",
       " 4112: '医药代表',\n",
       " 4102: '医药销售人员',\n",
       " 4117: '医疗器械注册',\n",
       " 4124: '医疗器械研发',\n",
       " 4118: '医疗器械生产/质量管理',\n",
       " 4113: '医疗器械市场推广',\n",
       " 4125: '医疗器械销售经理/主管',\n",
       " 4114: '医疗器械销售代表',\n",
       " 4119: '医疗器械维修人员',\n",
       " 4115: '其他',\n",
       " 5500: '化工',\n",
       " 5501: '化工技术应用/化工工程师',\n",
       " 5502: '化工实验室研究员/技术员',\n",
       " 5503: '涂料研发工程师',\n",
       " 5504: '配色技术员',\n",
       " 5505: '塑料工程师',\n",
       " 5506: '化妆品研发',\n",
       " 5507: '食品/饮料研发',\n",
       " 5509: '造纸研发',\n",
       " 5508: '其他',\n",
       " 1300: '医院/医疗/护理',\n",
       " 1302: '医院管理人员',\n",
       " 1328: '综合门诊/全科医生',\n",
       " 1301: '内科医生',\n",
       " 1317: '外科医生',\n",
       " 1318: '专科医生',\n",
       " 1319: '牙科医生',\n",
       " 1337: '妇产科医生',\n",
       " 1339: '眼科医生',\n",
       " 1320: '美容整形师',\n",
       " 1329: '医美咨询',\n",
       " 1308: '麻醉医生',\n",
       " 1327: '超声影像/放射科医师',\n",
       " 1321: '理疗师',\n",
       " 1322: '中医科医生',\n",
       " 1313: '针灸/推拿',\n",
       " 1325: '儿科医生',\n",
       " 1309: '心理医生',\n",
       " 1335: '心理咨询师',\n",
       " 1314: '营养师',\n",
       " 1330: '健康管理师',\n",
       " 1304: '药库主任/药剂师',\n",
       " 1310: '医学检验',\n",
       " 1331: '核酸检测员',\n",
       " 1323: '公共卫生/疾病控制',\n",
       " 1333: '消毒员',\n",
       " 1332: '防疫员',\n",
       " 1324: '护理主任/护士长',\n",
       " 1305: '护士/护理人员',\n",
       " 1336: '导医',\n",
       " 1315: '兽医',\n",
       " 1326: '验光师',\n",
       " 1311: '其他',\n",
       " 4200: '广告',\n",
       " 4201: '广告客户总监/副总监',\n",
       " 4202: '广告客户经理',\n",
       " 4203: '广告客户主管/专员',\n",
       " 4205: '广告创意总监',\n",
       " 4204: '广告创意/设计经理',\n",
       " 4206: '广告创意/设计主管/专员',\n",
       " 4212: '广告制作执行',\n",
       " 4213: '广告销售',\n",
       " 4211: '美术指导',\n",
       " 4207: '文案/策划',\n",
       " 4208: '企业/业务发展经理',\n",
       " 4209: '企业策划人员',\n",
       " 4210: '其他',\n",
       " 4300: '公关/媒介',\n",
       " 4315: '公关总监',\n",
       " 4301: '公关经理',\n",
       " 4302: '公关主管',\n",
       " 4303: '公关专员',\n",
       " 4304: '会务/会展经理',\n",
       " 4305: '会务/会展主管',\n",
       " 4306: '会务/会展专员',\n",
       " 4307: '媒介经理',\n",
       " 4308: '媒介主管',\n",
       " 4309: '媒介专员',\n",
       " 4310: '公关/媒介助理',\n",
       " 4312: '媒介销售',\n",
       " 4313: '活动策划',\n",
       " 4314: '活动执行',\n",
       " 4311: '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " 4400: '影视/媒体',\n",
       " 4401: '影视策划/制作人员',\n",
       " 4402: '导演/编导',\n",
       " 4417: '编剧',\n",
       " 4418: '制片人',\n",
       " 4403: '艺术/设计总监',\n",
       " 4414: '艺术指导/舞台美术设计',\n",
       " 4404: '经纪人/星探',\n",
       " 4405: '主播/主持人',\n",
       " 4406: '摄影师/摄像师',\n",
       " 4411: '后期制作',\n",
       " 4416: '视频剪辑',\n",
       " 4407: '音效师',\n",
       " 4408: '配音员',\n",
       " 4415: '灯光师',\n",
       " 4412: '放映经理/主管',\n",
       " 4413: '放映员',\n",
       " 4410: '其他',\n",
       " 4500: '编辑出版',\n",
       " 4501: '总编/副总编',\n",
       " 4502: '编辑',\n",
       " 4517: '作家/撰稿人',\n",
       " 4503: '记者',\n",
       " 4516: '电话采编',\n",
       " 4504: '美术编辑',\n",
       " 4505: '排版设计',\n",
       " 4507: '出版/发行',\n",
       " 4508: '其他',\n",
       " 6900: '建筑规划与设计',\n",
       " 6919: '室内设计总监',\n",
       " 6918: '室内设计经理/主管',\n",
       " 6901: '室内设计',\n",
       " 6917: '室内设计师助理',\n",
       " 6902: '软装设计',\n",
       " 6903: '精装设计',\n",
       " 6920: '家装顾问',\n",
       " 6905: '建筑设计师',\n",
       " 6906: '钢结构设计',\n",
       " 6907: '幕墙设计',\n",
       " 6908: '建筑结构设计',\n",
       " 6909: '建筑制图/模型/渲染',\n",
       " 6911: '暖通设计',\n",
       " 6912: '给排水设计',\n",
       " 6910: '建筑机电设计',\n",
       " 6914: '园艺/园林/景观设计',\n",
       " 6913: '城市规划设计',\n",
       " 6904: '规划与设计',\n",
       " 6916: 'BIM工程师',\n",
       " 6915: '其他',\n",
       " 2100: '建筑工程与装潢',\n",
       " 2101: '建筑工程师',\n",
       " 2123: '高级建筑工程师/总工',\n",
       " 2104: '给排水/暖通工程',\n",
       " 2122: '幕墙工程师',\n",
       " 2103: '建筑机电工程师',\n",
       " 2125: '楼宇自动化',\n",
       " 2126: '智能大厦/综合布线/安防/弱电',\n",
       " 2146: '精装修工程师',\n",
       " 2147: '房修工程师',\n",
       " 2102: '结构/土木/土建工程师',\n",
       " 2118: '公路/桥梁/港口/隧道工程',\n",
       " 2119: '岩土工程',\n",
       " 2120: '测绘/测量',\n",
       " 2127: '开发报建',\n",
       " 2105: '工程造价师/预结算经理',\n",
       " 2124: '预结算员',\n",
       " 2106: '建筑工程管理/项目经理',\n",
       " 2133: '建筑项目助理',\n",
       " 2121: '建筑工程验收',\n",
       " 2107: '工程监理',\n",
       " 2132: '市政工程师',\n",
       " 2128: '合同管理',\n",
       " 2129: '安全员',\n",
       " 2130: '资料员',\n",
       " 2111: '建筑安装施工员',\n",
       " 2134: '砌筑工',\n",
       " 2135: '瓦工',\n",
       " 2136: '混凝土工',\n",
       " 2137: '浇注工',\n",
       " 2138: '钢筋工',\n",
       " 2139: '木工',\n",
       " 2140: '油漆工',\n",
       " 2141: '电梯工',\n",
       " 2142: '抹灰工',\n",
       " 2143: '施工开料工',\n",
       " 2144: '管道/暖通',\n",
       " 2145: '工长',\n",
       " 2112: '消防安全',\n",
       " 2116: '其他',\n",
       " 4600: '房地产开发',\n",
       " 4601: '房地产项目/策划经理',\n",
       " 4602: '房地产项目/策划主管/专员',\n",
       " 4604: '房地产投资管理',\n",
       " 4603: '房产项目配套工程师',\n",
       " 4608: '房地产项目招投标',\n",
       " 4610: '房地产投资分析',\n",
       " 4611: '房地产资产管理',\n",
       " 4612: '监察人员',\n",
       " 4607: '其他',\n",
       " 6000.0: '房地产销售与中介',\n",
       " 6009: '房地产销售经理/主管',\n",
       " 6010: '房地产销售',\n",
       " 6001: '房地产中介/置业顾问',\n",
       " 6002: '房地产评估',\n",
       " 6004: '房地产店长/经理',\n",
       " 6007: '房地产内勤',\n",
       " 6006: '房地产客服',\n",
       " 6008: '其他',\n",
       " 4700: '物业管理',\n",
       " 4702: '物业管理经理',\n",
       " 4714: '物业管理主管',\n",
       " 4703: '物业管理专员/助理',\n",
       " 4704: '招商/租赁/租售',\n",
       " 4719: '写字楼运营',\n",
       " 4717: '长租公寓管家/养老专员',\n",
       " 4701: '高级物业顾问/物业顾问',\n",
       " 4716: '前介工程师',\n",
       " 4705: '物业设施管理人员',\n",
       " 4715: '物业机电维修工',\n",
       " 4708: '物业机电工程师',\n",
       " 4706: '物业维修员',\n",
       " 4709: '停车管理员',\n",
       " 4710: '保安经理',\n",
       " 4711: '保安人员',\n",
       " 4712: '保洁',\n",
       " 4713: '绿化工',\n",
       " 4707: '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " 2300: '行政/后勤',\n",
       " 2301: '行政总监',\n",
       " 2302: '行政经理/主管/办公室主任',\n",
       " 2303: '行政专员/助理',\n",
       " 2304: '经理助理/秘书',\n",
       " 2311: '文员',\n",
       " 2310: '党工团干事',\n",
       " 2305: '前台接待/总机/接待生',\n",
       " 2307: '图书管理员/资料管理员',\n",
       " 2312: '档案管理员',\n",
       " 2308: '电脑操作员/打字员',\n",
       " 2306: '后勤',\n",
       " 2309: '其他',\n",
       " 1400: '咨询/顾问',\n",
       " 1401: '专业顾问',\n",
       " 1402: '咨询总监',\n",
       " 1403: '咨询经理',\n",
       " 1406: '专业培训师',\n",
       " 1404: '咨询员',\n",
       " 1409: '调研员',\n",
       " 1408: '猎头/人才中介',\n",
       " 1407: '情报信息分析人员',\n",
       " 1405: '其他',\n",
       " 1100: '律师/法务/合规',\n",
       " 1101: '律师/法律顾问',\n",
       " 1103: '律师助理',\n",
       " 1111: '法务总监',\n",
       " 1106: '法务经理',\n",
       " 1102: '法务主管/专员',\n",
       " 1107: '法务助理',\n",
       " 1109: '合规经理',\n",
       " 1110: '合规主管/专员',\n",
       " 1108: '知识产权/专利/商标',\n",
       " 1105: '其他',\n",
       " 1200: '教师',\n",
       " 1219: '英语老师',\n",
       " 1220: '数学老师',\n",
       " 1221: '语文老师',\n",
       " 1222: '物理老师',\n",
       " 1223: '化学老师',\n",
       " 1224: '日语老师',\n",
       " 1207: '幼教',\n",
       " 1225: '早教老师',\n",
       " 1228: '美术老师',\n",
       " 1233: '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "respond=res.content.decode('gbk').split(',function(e,t){window.it=')[1].split('},function(e,t)')[1].split('{window.ft=')[1]\n",
    "respond_dict=eval(respond)\n",
    "respond_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " '7700': '移动开发',\n",
       " '7701': 'Android开发工程师',\n",
       " '7702': 'iOS开发工程师',\n",
       " '7705': '小程序开发工程师',\n",
       " '7703': '移动开发工程师',\n",
       " '7704': '其他',\n",
       " '7200': '前端开发',\n",
       " '7201': 'Web前端开发',\n",
       " '7202': 'HTML5开发工程师',\n",
       " '7203': '其他',\n",
       " '7300': '人工智能',\n",
       " '7301': '机器学习工程师',\n",
       " '7302': '深度学习工程师',\n",
       " '7303': '图像算法工程师',\n",
       " '7304': '图像处理工程师',\n",
       " '7305': '图像识别工程师',\n",
       " '7306': '语音识别工程师',\n",
       " '7307': '机器视觉工程师',\n",
       " '7308': '自然语言处理(NLP)',\n",
       " '7309': '算法工程师',\n",
       " '7310': '推荐算法工程师',\n",
       " '7311': '搜索算法工程师',\n",
       " '7312': '其他',\n",
       " '7800': '游戏',\n",
       " '7801': '游戏策划师',\n",
       " '7802': '游戏系统策划',\n",
       " '7803': '游戏数值策划',\n",
       " '7804': '游戏关卡策划',\n",
       " '7805': '游戏文案策划/剧情策划',\n",
       " '7806': '游戏界面设计师',\n",
       " '7820': '游戏角色设计师',\n",
       " '7817': '游戏特效设计师',\n",
       " '7822': 'UE4特效师',\n",
       " '7818': '游戏动作设计师',\n",
       " '7819': '游戏场景设计师',\n",
       " '7807': '游戏原画师',\n",
       " '7808': '游戏动画师',\n",
       " '7809': '游戏开发工程师',\n",
       " '7810': 'Cocos2d-x开发工程师',\n",
       " '7811': 'Unity3d开发工程师',\n",
       " '7823': 'UE4开发工程师',\n",
       " '7812': '游戏客户端开发工程师',\n",
       " '7813': '游戏服务端开发工程师',\n",
       " '7821': '游戏测试',\n",
       " '7814': '游戏运营',\n",
       " '7815': '电子竞技运营',\n",
       " '7816': '其他',\n",
       " '7400': '视觉/交互设计',\n",
       " '7420': '平面设计总监',\n",
       " '7421': '平面设计经理/主管',\n",
       " '7413': '平面设计师',\n",
       " '7419': '美工/电商设计师',\n",
       " '7412': 'UI设计师',\n",
       " '7403': '视觉设计师',\n",
       " '7401': '网页设计师',\n",
       " '7404': '用户体验（UE/UX）设计师',\n",
       " '7402': '交互设计师',\n",
       " '7422': '动画/3D设计',\n",
       " '7407': '特效设计师',\n",
       " '7418': '原画师',\n",
       " '7417': '绘画',\n",
       " '7416': '多媒体设计',\n",
       " '7406': 'Flash设计师',\n",
       " '7408': '音效设计师',\n",
       " '7409': '计算机辅助设计工程师',\n",
       " '7410': '仿真应用工程师',\n",
       " '7405': '网站架构设计师',\n",
       " '7411': '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " '2700': '测试',\n",
       " '2707': '软件测试工程师',\n",
       " '2718': '功能测试',\n",
       " '2719': '性能测试',\n",
       " '2724': '安全测试',\n",
       " '2720': '自动化测试',\n",
       " '2721': '移动端测试',\n",
       " '2722': '测试开发',\n",
       " '2726': '测试总监',\n",
       " '2705': '测试经理',\n",
       " '2723': '测试主管',\n",
       " '2706': '系统测试',\n",
       " '2704': '标准化工程师',\n",
       " '2725': '测试工程师',\n",
       " '2711': '其他',\n",
       " '7900': '运维/技术支持',\n",
       " '7901': '运维工程师',\n",
       " '7920': '自动化运维工程师',\n",
       " '7902': '系统工程师',\n",
       " '7903': '数据库工程师(DBA)',\n",
       " '7904': '系统集成工程师',\n",
       " '7905': 'ERP实施顾问',\n",
       " '7906': '网络安全工程师',\n",
       " '7915': '运维开发',\n",
       " '7907': '网站维护工程师',\n",
       " '7908': '技术支持/维护经理',\n",
       " '7909': '技术支持/维护工程师',\n",
       " '7910': '配置管理工程师',\n",
       " '7912': 'IT经理/IT主管',\n",
       " '7913': '网络工程师(IT工程师)',\n",
       " '7914': '网络管理(Helpdesk)',\n",
       " '7916': '网络维修',\n",
       " '7917': '手机维修',\n",
       " '7918': '电脑维修',\n",
       " '7919': '其他',\n",
       " '7500': '数据',\n",
       " '7502': '数据分析经理/主管',\n",
       " '7501': '数据分析师',\n",
       " '7503': 'ETL开发工程师',\n",
       " '7504': 'BI工程师',\n",
       " '7505': '数据仓库工程师',\n",
       " '7506': '数据采集工程师',\n",
       " '7507': '数据建模工程师',\n",
       " '7508': '数据治理工程师',\n",
       " '7509': '其他',\n",
       " '6600': '产品',\n",
       " '6604': '产品总监',\n",
       " '6602': '产品经理/主管',\n",
       " '6605': '互联网产品经理',\n",
       " '6606': '移动产品经理',\n",
       " '6607': '用户产品经理',\n",
       " '6608': '电商产品经理',\n",
       " '6601': '产品专员',\n",
       " '6603': '产品助理',\n",
       " '6609': '需求工程师',\n",
       " '6610': '其他',\n",
       " '8000.0': '运营',\n",
       " '8050': '运营总监',\n",
       " '8049': '运营经理',\n",
       " '8048': '运营主管',\n",
       " '8047': '运营专员',\n",
       " '8053': '运营助理',\n",
       " '8030': '网站运营总监',\n",
       " '8003': '网站运营经理/主管',\n",
       " '8016': '网站运营专员',\n",
       " '8032': '网络推广总监',\n",
       " '8033': '网络推广经理/主管',\n",
       " '8034': '网络推广专员',\n",
       " '8024': 'SEO/SEM',\n",
       " '8046': '信息流优化师',\n",
       " '8010': '新媒体运营',\n",
       " '8059': '直播运营',\n",
       " '8055': '微信运营',\n",
       " '8054': '微博运营',\n",
       " '8041': '用户运营',\n",
       " '8058': '社区/社群运营',\n",
       " '8042': '活动运营',\n",
       " '8043': '内容运营',\n",
       " '8051': '品类运营',\n",
       " '8044': '数据运营',\n",
       " '8045': '线下运营',\n",
       " '8057': '产品运营',\n",
       " '8007': '网站编辑',\n",
       " '8052': '内容审核',\n",
       " '8006': '网站策划',\n",
       " '8011': '其他',\n",
       " '6100': '电子商务',\n",
       " '6111': '电商总监',\n",
       " '6110': '电商经理/电商主管',\n",
       " '6109': '电商专员',\n",
       " '6102': '电商运营',\n",
       " '6112': '跨境电商运营',\n",
       " '6101': '网店店长',\n",
       " '6103': '网店店铺管理员',\n",
       " '6104': '网店客服',\n",
       " '6105': '店铺推广',\n",
       " '6107': '网店模特',\n",
       " '6108': '其他',\n",
       " '2600': '技术管理',\n",
       " '2611': '首席技术执行官CTO',\n",
       " '2612': '首席信息官CIO',\n",
       " '2602': '技术总监/经理',\n",
       " '2605': '项目总监',\n",
       " '2606': '项目经理',\n",
       " '2607': '项目主管',\n",
       " '2608': '项目执行/协调人员',\n",
       " '2610': '项目助理',\n",
       " '2609': '其他',\n",
       " '6700': '半导体/芯片',\n",
       " '6701': '集成电路IC设计/应用工程师',\n",
       " '6727': '芯片架构工程师',\n",
       " '6728': 'FPGA开发工程师',\n",
       " '6729': 'MEMS工程师',\n",
       " '6730': '射频芯片设计',\n",
       " '6731': '模拟芯片工程师',\n",
       " '6722': '版图设计工程师',\n",
       " '6732': '模拟版图工程师',\n",
       " '6733': '数字前端工程师',\n",
       " '6702': 'IC验证工程师',\n",
       " '6734': 'FPGA原型验证工程师',\n",
       " '6735': 'EDA工程师',\n",
       " '6736': '可测性设计工程师(DFT)',\n",
       " '6737': '数字后端工程师',\n",
       " '6738': '芯片测试工程师',\n",
       " '6712': 'FAE 现场应用工程师',\n",
       " '6723': '半导体工艺工程师',\n",
       " '6740': '工艺整合工程师(PIE)',\n",
       " '6739': '半导体设备工程师',\n",
       " '6741': '失效分析工程师(FA)',\n",
       " '6760': '封装工程师',\n",
       " '6744': '封装研发工程师',\n",
       " '6750': '半导体测试工程师',\n",
       " '6746': '芯片销售工程师',\n",
       " '6761': '半导体器件工程师',\n",
       " '6747': '半导体文档工程师',\n",
       " '6748': '半导体产品经理/产品工程师',\n",
       " '6707': '半导体技术',\n",
       " '6749': '其他',\n",
       " '2900': '电子/电器/仪器仪表',\n",
       " '2903': '电子工程师/技术员',\n",
       " '2964': 'PCB工程师',\n",
       " '2917': '电子技术研发工程师',\n",
       " '2909': '电子软件开发(ARM/MCU...)',\n",
       " '2962': '电子元器件工程师',\n",
       " '2951': '电子工艺工程师',\n",
       " '2965': 'SMT工程师',\n",
       " '2959': '电子设备工程师',\n",
       " '2920': '电子/电器维修工程师/技师',\n",
       " '2910': '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " '2919': '嵌入式硬件开发(主板机…)',\n",
       " '2955': '硬件工程师',\n",
       " '2956': '高级硬件工程师',\n",
       " '2957': '硬件测试工程师',\n",
       " '2904': '电气工程师/技术员',\n",
       " '2966': 'PLC工程师',\n",
       " '2905': '电路工程师/技术员(模拟/数字)',\n",
       " '2906': '电声/音响工程师/技术员',\n",
       " '2911': '电池/电源开发',\n",
       " '2914': '仪器/仪表/计量分析师',\n",
       " '2958': '计量工程师',\n",
       " '2918': '激光/光电子技术',\n",
       " '2921': '变压器与磁电工程师',\n",
       " '2913': '家用电器/数码产品研发',\n",
       " '2908': '自动控制工程师/技术员',\n",
       " '2963': '机器人调试工程师',\n",
       " '2925': '安防系统工程师',\n",
       " '2952': '电子销售工程师',\n",
       " '2953': '电子文档工程师',\n",
       " '2954': '电子产品经理/产品工程师',\n",
       " '2916': '其他',\n",
       " '2800': '通信技术开发及应用',\n",
       " '2801': '通信技术工程师',\n",
       " '2803': '无线通信工程师',\n",
       " '2802': '有线传输工程师',\n",
       " '2815': '射频工程师',\n",
       " '2805': '数据通信工程师',\n",
       " '2807': '通信网络工程师',\n",
       " '2819': '核心网工程师',\n",
       " '2818': '基站工程师',\n",
       " '2820': '通信设备工程师',\n",
       " '2808': '通信电源工程师',\n",
       " '2804': '电信交换工程师',\n",
       " '2814': '光通信工程师',\n",
       " '2816': '通信测试工程师',\n",
       " '2817': '通信销售工程师',\n",
       " '2812': '通信文档工程师',\n",
       " '2813': '通信产品经理/产品工程师',\n",
       " '2821': '通信项目管理',\n",
       " '2809': '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " '3000.0': '销售人员',\n",
       " '3009': '大客户销售',\n",
       " '3001': '销售代表',\n",
       " '3014': '区域销售代表',\n",
       " '3002': '渠道/分销专员',\n",
       " '3003': '客户代表',\n",
       " '3004': '销售工程师',\n",
       " '3005': '电话销售',\n",
       " '3017': '地推专员',\n",
       " '3016': '门店销售',\n",
       " '3015': '海外销售',\n",
       " '3010': '网络销售/在线销售',\n",
       " '3013': '直播销售',\n",
       " '3008': '团购业务员',\n",
       " '3006': '经销商',\n",
       " '3011': '会籍顾问',\n",
       " '3012': '销售助理',\n",
       " '3007': '其他',\n",
       " '3100': '销售行政及商务',\n",
       " '3101': '销售行政经理/主管',\n",
       " '3102': '销售行政专员',\n",
       " '3108': '业务分析经理/主管',\n",
       " '3109': '业务分析专员/助理',\n",
       " '3103': '商务经理',\n",
       " '3104': '商务主管/专员',\n",
       " '3105': '商务助理',\n",
       " '3106': '销售行政助理',\n",
       " '3107': '其他',\n",
       " '3200': '客服及支持',\n",
       " '3201': '客服总监',\n",
       " '3202': '客服经理',\n",
       " '3203': '客服主管',\n",
       " '3204': '客服专员/助理',\n",
       " '3210': '客户关系经理/主管',\n",
       " '3205': '售前/售后技术支持经理',\n",
       " '3206': '售前/售后技术支持主管',\n",
       " '3207': '售前/售后技术支持工程师',\n",
       " '3208': '咨询热线/呼叫中心服务人员',\n",
       " '3213': '网络/在线客服',\n",
       " '3211': '投诉专员',\n",
       " '3212': 'VIP专员',\n",
       " '3209': '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " '3300': '金融/证券/期货/投资',\n",
       " '3301': '证券/期货/外汇经纪人',\n",
       " '3302': '证券分析师',\n",
       " '3319': '期货分析师',\n",
       " '3316': '量化研究',\n",
       " '3320': '证券交易员',\n",
       " '3303': '股票/期货操盘手',\n",
       " '3304': '金融/经济研究员',\n",
       " '3312': '金融产品经理',\n",
       " '3315': '金融产品销售',\n",
       " '3317': '机构业务销售',\n",
       " '3322': '投资总监',\n",
       " '3323': '投资经理',\n",
       " '3341': '基金经理',\n",
       " '3325': '投资顾问',\n",
       " '3326': '理财顾问',\n",
       " '3307': '投资银行业务',\n",
       " '3313': '投资银行财务分析',\n",
       " '3308': '融资经理/融资主管',\n",
       " '3309': '融资专员',\n",
       " '3318': '营业部总经理/副总经理',\n",
       " '3314': '风险管理/控制',\n",
       " '3324': '资产管理',\n",
       " '3310': '拍卖/担保/典当业务',\n",
       " '3311': '其他',\n",
       " '2200': '银行',\n",
       " '2207': '行长/副行长',\n",
       " '2231': '银行客户总监',\n",
       " '2223': '个人业务部门经理/主管',\n",
       " '2224': '个人业务客户经理',\n",
       " '2225': '公司业务部门经理/主管',\n",
       " '2226': '公司业务客户经理',\n",
       " '2227': '综合业务经理/主管',\n",
       " '2228': '综合业务专员',\n",
       " '2233': '理财经理',\n",
       " '2208': '资产评估/分析',\n",
       " '2209': '风险控制',\n",
       " '2215': '信贷管理',\n",
       " '3340': '催收',\n",
       " '2229': '信审核查',\n",
       " '2210': '进出口/信用证结算',\n",
       " '2212': '外汇交易',\n",
       " '2211': '清算人员',\n",
       " '2213': '高级客户经理/客户经理',\n",
       " '2214': '客户主管/专员',\n",
       " '2230': '营业部大堂经理',\n",
       " '2222': '信用卡销售',\n",
       " '2232': '呼叫中心客服',\n",
       " '2216': '银行柜员',\n",
       " '2234': '小微信贷专员',\n",
       " '2221': '其他',\n",
       " '3400': '保险',\n",
       " '3401': '保险精算师',\n",
       " '3402': '保险产品开发/项目策划',\n",
       " '3403': '保险业务经理/主管',\n",
       " '3404': '保险经纪人/保险代理',\n",
       " '3414': '保险电销',\n",
       " '3407': '保险核保',\n",
       " '3408': '保险理赔',\n",
       " '3409': '保险客户服务/续期管理',\n",
       " '3410': '保险培训师',\n",
       " '3411': '保险内勤',\n",
       " '3413': '契约管理',\n",
       " '3405': '理财顾问/财务规划师',\n",
       " '3406': '储备经理人',\n",
       " '3415': '保险业务推动/督导',\n",
       " '3412': '其他',\n",
       " '3500': '生产/营运',\n",
       " '3501': '工厂经理/厂长',\n",
       " '3502': '总工程师/副总工程师',\n",
       " '3513': '项目总监',\n",
       " '3503': '项目经理/主管',\n",
       " '3504': '项目工程师',\n",
       " '3505': '营运经理',\n",
       " '3506': '营运主管',\n",
       " '3514': '生产总监',\n",
       " '3507': '生产经理/车间主任',\n",
       " '3509': '生产主管',\n",
       " '3515': '生产领班/组长',\n",
       " '3508': '生产计划/物料管理(PMC)',\n",
       " '3512': '生产文员',\n",
       " '3518': '生产跟单',\n",
       " '3516': '设备主管',\n",
       " '3510': '化验员',\n",
       " '3517': '厂务',\n",
       " '3511': '其他',\n",
       " '3600': '质量安全',\n",
       " '3601': '质量管理/测试经理(QA/QC经理)',\n",
       " '3602': '质量管理/测试主管(QA/QC主管)',\n",
       " '3603': '质量管理/测试工程师(QA/QC工程师)',\n",
       " '3605': '可靠度工程师',\n",
       " '3606': '故障分析工程师',\n",
       " '3607': '认证工程师',\n",
       " '3608': '体系工程师',\n",
       " '3604': '质检员/测试员(QC)',\n",
       " '3615': '审核员',\n",
       " '3609': '环境/健康/安全经理/主管（EHS）',\n",
       " '3610': '环境/健康/安全工程师（EHS）',\n",
       " '3614': '安全员',\n",
       " '3611': '供应商管理',\n",
       " '3612': '采购材料、设备质量管理',\n",
       " '3613': '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " '7100': '汽车研发设计',\n",
       " '7101': '汽车项目管理',\n",
       " '7102': '汽车设计工程师',\n",
       " '7103': '车身/造型设计',\n",
       " '7104': '汽车结构工程师',\n",
       " '7105': '内外饰工程师',\n",
       " '7106': '汽车电子工程师',\n",
       " '7107': '电气/电器工程师',\n",
       " '7108': '附件系统工程师',\n",
       " '7109': '动力总成工程师',\n",
       " '7110': '发动机工程师',\n",
       " '7111': '底盘工程师',\n",
       " '7112': '汽车安全性能工程师',\n",
       " '7113': '汽车试验工程师',\n",
       " '7114': '新能源电池工程师',\n",
       " '7115': '新能源电控工程师',\n",
       " '7116': '新能源电机工程师',\n",
       " '7117': '汽车标定工程师',\n",
       " '7118': '发动机匹配工程师',\n",
       " '7119': '车联网工程师',\n",
       " '7120': '智能驾驶工程师',\n",
       " '7121': '研发总监/部长/专家',\n",
       " '7122': '其他',\n",
       " '5400': '汽车制造',\n",
       " '5404': '汽车质量工程师',\n",
       " '5421': '供应商质量工程师',\n",
       " '5422': '前期质量工程师',\n",
       " '5423': '过程质量工程师',\n",
       " '5424': '客户质量工程师',\n",
       " '5406': '汽车装配工艺工程师',\n",
       " '5425': '总装工程师',\n",
       " '5426': '焊接工艺工程师',\n",
       " '5427': '冲压工艺工程师',\n",
       " '5428': '涂装工艺工程师',\n",
       " '5411': '其他',\n",
       " '5900': '汽车销售与服务',\n",
       " '5903': '汽车销售/经纪人',\n",
       " '5902': '售后服务/客户服务',\n",
       " '5916': '汽车金融销售',\n",
       " '5918': '汽车金融经理',\n",
       " '5917': '汽车金融专员',\n",
       " '5915': '车险定损/理赔',\n",
       " '5907': '汽车修理工',\n",
       " '5905': '汽车检验/检测',\n",
       " '5906': '汽车装饰美容',\n",
       " '5913': '汽车钣金',\n",
       " '5914': '汽车喷漆',\n",
       " '5912': '汽车电工',\n",
       " '5908': '洗车工',\n",
       " '5901': '4S店经理/维修站经理',\n",
       " '5904': '二手车评估师',\n",
       " '5910': '加油站工作员',\n",
       " '5911': '其他',\n",
       " '3700': '技工普工',\n",
       " '3710': '普工/操作工',\n",
       " '3701': '技工',\n",
       " '3707': '叉车司机/铲车司机',\n",
       " '3728': '吊车司机',\n",
       " '3729': '挖掘机司机',\n",
       " '3715': '组装工',\n",
       " '3716': '包装工',\n",
       " '3703': '焊工',\n",
       " '3717': '氩弧焊工',\n",
       " '3706': '电工',\n",
       " '3718': '电力线路工',\n",
       " '3719': '旋压工',\n",
       " '3720': '仪表工',\n",
       " '3721': '电镀工',\n",
       " '3722': '喷塑工',\n",
       " '3709': '水工',\n",
       " '3723': '木工',\n",
       " '3724': '漆工',\n",
       " '3708': '空调工',\n",
       " '3725': '电梯工',\n",
       " '3726': '锅炉工',\n",
       " '3730': '3D打印操作员',\n",
       " '3727': '学徒工',\n",
       " '3713': '其他',\n",
       " '3800': '服装/纺织/皮革',\n",
       " '3812': '服装/纺织设计总监',\n",
       " '3801': '服装/纺织设计',\n",
       " '3813': '服装/纺织/皮革工艺师',\n",
       " '3802': '面料辅料开发',\n",
       " '3803': '面料辅料采购',\n",
       " '3804': '服装/纺织/皮革跟单',\n",
       " '3814': '服装领班',\n",
       " '3805': '服装纺织质检员(QA/QC)',\n",
       " '3806': '板房/楦头/底格出格师',\n",
       " '3811': '电脑放码员',\n",
       " '3808': '纸样师/车板工',\n",
       " '3809': '裁床',\n",
       " '3807': '打样/制版',\n",
       " '3815': '裁剪工',\n",
       " '3816': '缝纫工',\n",
       " '3817': '手缝工',\n",
       " '3818': '烫工',\n",
       " '3819': '样衣工',\n",
       " '3820': '纺织工',\n",
       " '3821': '针织工',\n",
       " '3822': '配色工',\n",
       " '3823': '印染工',\n",
       " '3824': '漂染工',\n",
       " '3825': '挡车工',\n",
       " '3826': '整经工',\n",
       " '3827': '细纱工',\n",
       " '3828': '浆纱工',\n",
       " '3810': '其他',\n",
       " '3900': '采购',\n",
       " '3901': '采购总监',\n",
       " '3902': '采购经理',\n",
       " '3903': '采购主管',\n",
       " '3904': '采购员',\n",
       " '3905': '采购助理',\n",
       " '3908': '买手',\n",
       " '3909': '供应商开发',\n",
       " '3907': '其他',\n",
       " '4000.0': '贸易',\n",
       " '4001': '贸易/外贸经理/主管',\n",
       " '4002': '贸易/外贸专员/助理',\n",
       " '4009': '外贸销售',\n",
       " '4003': '国内贸易人员',\n",
       " '4004': '业务跟单经理',\n",
       " '4005': '高级业务跟单',\n",
       " '4006': '业务跟单',\n",
       " '4007': '助理业务跟单',\n",
       " '4008': '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " '4100': '生物/制药/医疗器械',\n",
       " '4101': '生物工程/生物制药',\n",
       " '4116': '化学分析测试员',\n",
       " '4103': '医药技术研发管理人员',\n",
       " '4104': '医药技术研发人员',\n",
       " '4126': '医药学术推广',\n",
       " '4105': '临床研究员',\n",
       " '4106': '临床协调员',\n",
       " '4127': '临床监查员',\n",
       " '4123': '临床数据分析员',\n",
       " '4107': '药品注册',\n",
       " '4108': '药品生产/质量管理',\n",
       " '4109': '药品市场推广经理',\n",
       " '4110': '药品市场推广主管/专员',\n",
       " '4120': '医药招商',\n",
       " '4121': '政府事务管理',\n",
       " '4122': '招投标管理',\n",
       " '4111': '医药销售经理/主管',\n",
       " '4112': '医药代表',\n",
       " '4102': '医药销售人员',\n",
       " '4117': '医疗器械注册',\n",
       " '4124': '医疗器械研发',\n",
       " '4118': '医疗器械生产/质量管理',\n",
       " '4113': '医疗器械市场推广',\n",
       " '4125': '医疗器械销售经理/主管',\n",
       " '4114': '医疗器械销售代表',\n",
       " '4119': '医疗器械维修人员',\n",
       " '4115': '其他',\n",
       " '5500': '化工',\n",
       " '5501': '化工技术应用/化工工程师',\n",
       " '5502': '化工实验室研究员/技术员',\n",
       " '5503': '涂料研发工程师',\n",
       " '5504': '配色技术员',\n",
       " '5505': '塑料工程师',\n",
       " '5506': '化妆品研发',\n",
       " '5507': '食品/饮料研发',\n",
       " '5509': '造纸研发',\n",
       " '5508': '其他',\n",
       " '1300': '医院/医疗/护理',\n",
       " '1302': '医院管理人员',\n",
       " '1328': '综合门诊/全科医生',\n",
       " '1301': '内科医生',\n",
       " '1317': '外科医生',\n",
       " '1318': '专科医生',\n",
       " '1319': '牙科医生',\n",
       " '1337': '妇产科医生',\n",
       " '1339': '眼科医生',\n",
       " '1320': '美容整形师',\n",
       " '1329': '医美咨询',\n",
       " '1308': '麻醉医生',\n",
       " '1327': '超声影像/放射科医师',\n",
       " '1321': '理疗师',\n",
       " '1322': '中医科医生',\n",
       " '1313': '针灸/推拿',\n",
       " '1325': '儿科医生',\n",
       " '1309': '心理医生',\n",
       " '1335': '心理咨询师',\n",
       " '1314': '营养师',\n",
       " '1330': '健康管理师',\n",
       " '1304': '药库主任/药剂师',\n",
       " '1310': '医学检验',\n",
       " '1331': '核酸检测员',\n",
       " '1323': '公共卫生/疾病控制',\n",
       " '1333': '消毒员',\n",
       " '1332': '防疫员',\n",
       " '1324': '护理主任/护士长',\n",
       " '1305': '护士/护理人员',\n",
       " '1336': '导医',\n",
       " '1315': '兽医',\n",
       " '1326': '验光师',\n",
       " '1311': '其他',\n",
       " '4200': '广告',\n",
       " '4201': '广告客户总监/副总监',\n",
       " '4202': '广告客户经理',\n",
       " '4203': '广告客户主管/专员',\n",
       " '4205': '广告创意总监',\n",
       " '4204': '广告创意/设计经理',\n",
       " '4206': '广告创意/设计主管/专员',\n",
       " '4212': '广告制作执行',\n",
       " '4213': '广告销售',\n",
       " '4211': '美术指导',\n",
       " '4207': '文案/策划',\n",
       " '4208': '企业/业务发展经理',\n",
       " '4209': '企业策划人员',\n",
       " '4210': '其他',\n",
       " '4300': '公关/媒介',\n",
       " '4315': '公关总监',\n",
       " '4301': '公关经理',\n",
       " '4302': '公关主管',\n",
       " '4303': '公关专员',\n",
       " '4304': '会务/会展经理',\n",
       " '4305': '会务/会展主管',\n",
       " '4306': '会务/会展专员',\n",
       " '4307': '媒介经理',\n",
       " '4308': '媒介主管',\n",
       " '4309': '媒介专员',\n",
       " '4310': '公关/媒介助理',\n",
       " '4312': '媒介销售',\n",
       " '4313': '活动策划',\n",
       " '4314': '活动执行',\n",
       " '4311': '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " '4400': '影视/媒体',\n",
       " '4401': '影视策划/制作人员',\n",
       " '4402': '导演/编导',\n",
       " '4417': '编剧',\n",
       " '4418': '制片人',\n",
       " '4403': '艺术/设计总监',\n",
       " '4414': '艺术指导/舞台美术设计',\n",
       " '4404': '经纪人/星探',\n",
       " '4405': '主播/主持人',\n",
       " '4406': '摄影师/摄像师',\n",
       " '4411': '后期制作',\n",
       " '4416': '视频剪辑',\n",
       " '4407': '音效师',\n",
       " '4408': '配音员',\n",
       " '4415': '灯光师',\n",
       " '4412': '放映经理/主管',\n",
       " '4413': '放映员',\n",
       " '4410': '其他',\n",
       " '4500': '编辑出版',\n",
       " '4501': '总编/副总编',\n",
       " '4502': '编辑',\n",
       " '4517': '作家/撰稿人',\n",
       " '4503': '记者',\n",
       " '4516': '电话采编',\n",
       " '4504': '美术编辑',\n",
       " '4505': '排版设计',\n",
       " '4507': '出版/发行',\n",
       " '4508': '其他',\n",
       " '6900': '建筑规划与设计',\n",
       " '6919': '室内设计总监',\n",
       " '6918': '室内设计经理/主管',\n",
       " '6901': '室内设计',\n",
       " '6917': '室内设计师助理',\n",
       " '6902': '软装设计',\n",
       " '6903': '精装设计',\n",
       " '6920': '家装顾问',\n",
       " '6905': '建筑设计师',\n",
       " '6906': '钢结构设计',\n",
       " '6907': '幕墙设计',\n",
       " '6908': '建筑结构设计',\n",
       " '6909': '建筑制图/模型/渲染',\n",
       " '6911': '暖通设计',\n",
       " '6912': '给排水设计',\n",
       " '6910': '建筑机电设计',\n",
       " '6914': '园艺/园林/景观设计',\n",
       " '6913': '城市规划设计',\n",
       " '6904': '规划与设计',\n",
       " '6916': 'BIM工程师',\n",
       " '6915': '其他',\n",
       " '2100': '建筑工程与装潢',\n",
       " '2101': '建筑工程师',\n",
       " '2123': '高级建筑工程师/总工',\n",
       " '2104': '给排水/暖通工程',\n",
       " '2122': '幕墙工程师',\n",
       " '2103': '建筑机电工程师',\n",
       " '2125': '楼宇自动化',\n",
       " '2126': '智能大厦/综合布线/安防/弱电',\n",
       " '2146': '精装修工程师',\n",
       " '2147': '房修工程师',\n",
       " '2102': '结构/土木/土建工程师',\n",
       " '2118': '公路/桥梁/港口/隧道工程',\n",
       " '2119': '岩土工程',\n",
       " '2120': '测绘/测量',\n",
       " '2127': '开发报建',\n",
       " '2105': '工程造价师/预结算经理',\n",
       " '2124': '预结算员',\n",
       " '2106': '建筑工程管理/项目经理',\n",
       " '2133': '建筑项目助理',\n",
       " '2121': '建筑工程验收',\n",
       " '2107': '工程监理',\n",
       " '2132': '市政工程师',\n",
       " '2128': '合同管理',\n",
       " '2129': '安全员',\n",
       " '2130': '资料员',\n",
       " '2111': '建筑安装施工员',\n",
       " '2134': '砌筑工',\n",
       " '2135': '瓦工',\n",
       " '2136': '混凝土工',\n",
       " '2137': '浇注工',\n",
       " '2138': '钢筋工',\n",
       " '2139': '木工',\n",
       " '2140': '油漆工',\n",
       " '2141': '电梯工',\n",
       " '2142': '抹灰工',\n",
       " '2143': '施工开料工',\n",
       " '2144': '管道/暖通',\n",
       " '2145': '工长',\n",
       " '2112': '消防安全',\n",
       " '2116': '其他',\n",
       " '4600': '房地产开发',\n",
       " '4601': '房地产项目/策划经理',\n",
       " '4602': '房地产项目/策划主管/专员',\n",
       " '4604': '房地产投资管理',\n",
       " '4603': '房产项目配套工程师',\n",
       " '4608': '房地产项目招投标',\n",
       " '4610': '房地产投资分析',\n",
       " '4611': '房地产资产管理',\n",
       " '4612': '监察人员',\n",
       " '4607': '其他',\n",
       " '6000.0': '房地产销售与中介',\n",
       " '6009': '房地产销售经理/主管',\n",
       " '6010': '房地产销售',\n",
       " '6001': '房地产中介/置业顾问',\n",
       " '6002': '房地产评估',\n",
       " '6004': '房地产店长/经理',\n",
       " '6007': '房地产内勤',\n",
       " '6006': '房地产客服',\n",
       " '6008': '其他',\n",
       " '4700': '物业管理',\n",
       " '4702': '物业管理经理',\n",
       " '4714': '物业管理主管',\n",
       " '4703': '物业管理专员/助理',\n",
       " '4704': '招商/租赁/租售',\n",
       " '4719': '写字楼运营',\n",
       " '4717': '长租公寓管家/养老专员',\n",
       " '4701': '高级物业顾问/物业顾问',\n",
       " '4716': '前介工程师',\n",
       " '4705': '物业设施管理人员',\n",
       " '4715': '物业机电维修工',\n",
       " '4708': '物业机电工程师',\n",
       " '4706': '物业维修员',\n",
       " '4709': '停车管理员',\n",
       " '4710': '保安经理',\n",
       " '4711': '保安人员',\n",
       " '4712': '保洁',\n",
       " '4713': '绿化工',\n",
       " '4707': '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " '2300': '行政/后勤',\n",
       " '2301': '行政总监',\n",
       " '2302': '行政经理/主管/办公室主任',\n",
       " '2303': '行政专员/助理',\n",
       " '2304': '经理助理/秘书',\n",
       " '2311': '文员',\n",
       " '2310': '党工团干事',\n",
       " '2305': '前台接待/总机/接待生',\n",
       " '2307': '图书管理员/资料管理员',\n",
       " '2312': '档案管理员',\n",
       " '2308': '电脑操作员/打字员',\n",
       " '2306': '后勤',\n",
       " '2309': '其他',\n",
       " '1400': '咨询/顾问',\n",
       " '1401': '专业顾问',\n",
       " '1402': '咨询总监',\n",
       " '1403': '咨询经理',\n",
       " '1406': '专业培训师',\n",
       " '1404': '咨询员',\n",
       " '1409': '调研员',\n",
       " '1408': '猎头/人才中介',\n",
       " '1407': '情报信息分析人员',\n",
       " '1405': '其他',\n",
       " '1100': '律师/法务/合规',\n",
       " '1101': '律师/法律顾问',\n",
       " '1103': '律师助理',\n",
       " '1111': '法务总监',\n",
       " '1106': '法务经理',\n",
       " '1102': '法务主管/专员',\n",
       " '1107': '法务助理',\n",
       " '1109': '合规经理',\n",
       " '1110': '合规主管/专员',\n",
       " '1108': '知识产权/专利/商标',\n",
       " '1105': '其他',\n",
       " '1200': '教师',\n",
       " '1219': '英语老师',\n",
       " '1220': '数学老师',\n",
       " '1221': '语文老师',\n",
       " '1222': '物理老师',\n",
       " '1223': '化学老师',\n",
       " '1224': '日语老师',\n",
       " '1207': '幼教',\n",
       " '1225': '早教老师',\n",
       " '1228': '美术老师',\n",
       " '1233': '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 统一字典的key值\n",
    "dict2={str(k):v for k,v in respond_dict.items()}\n",
    "dict2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 工作年限"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"在校生/应届生\"},{k:\"02\",v:\"1-3年\"},{k:\"03\",v:\"3-5年\"},{k:\"04\",v:\"5-10年\"},{k:\"05\",v:\"10年以上\"},{k:\"06\",v:\"无需经验\"}]'"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workyear=res.content.decode('gbk').split('d_search_workyear=')[1].split(',window.d_search_providesalary')[0]\n",
    "workyear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}]'"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 学历要求\n",
    "degreefrom=res.content.decode('gbk').split('d_search_degreefrom=')[1].split(',window.d_search_jobterm=')[0]\n",
    "degreefrom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[{k:\"99\"',\n",
       " 'v:\"请选择\"}',\n",
       " '{k:\"01\"',\n",
       " 'v:\"初中及以下\"}',\n",
       " '{k:\"02\"',\n",
       " 'v:\"高中/中技/中专\"}',\n",
       " '{k:\"03\"',\n",
       " 'v:\"大专\"}',\n",
       " '{k:\"04\"',\n",
       " 'v:\"本科\"}',\n",
       " '{k:\"05\"',\n",
       " 'v:\"硕士\"}',\n",
       " '{k:\"06\"',\n",
       " 'v:\"博士\"}',\n",
       " '{k:\"07\"',\n",
       " 'v:\"无学历要求\"}]']"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "degreefrom.split(',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 增加关键词尝试变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%25E7%2594%25A8%25E6%2588%25B7%25E7%25A0%2594%25E7%25A9%25B6'"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import urllib.parse\n",
    "keyword=urllib.parse.quote('用户研究')\n",
    "keyword=urllib.parse.quote(keyword)\n",
    "keyword\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6'"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 解析编码\n",
    "urllib.parse.unquote('%25E7%2594%25A8%25E6%2588%25B7%25E7%25A0%2594%25E7%25A9%25B6')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'用户研究'"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 二次解析\n",
    "urllib.parse.unquote('%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数模版(keyword):\n",
    "    key=urllib.parse.quote(keyword)\n",
    "    key=urllib.parse.quote(key)\n",
    "    url='https://search.51job.com/list/030000,000000,0000,00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,0000,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版('设计师')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': '6508',\n",
       " '移动开发': '7700',\n",
       " 'Android开发工程师': '7701',\n",
       " 'iOS开发工程师': '7702',\n",
       " '小程序开发工程师': '7705',\n",
       " '移动开发工程师': '7703',\n",
       " '前端开发': '7200',\n",
       " 'Web前端开发': '7201',\n",
       " 'HTML5开发工程师': '7202',\n",
       " '人工智能': '7300',\n",
       " '机器学习工程师': '7301',\n",
       " '深度学习工程师': '7302',\n",
       " '图像算法工程师': '7303',\n",
       " '图像处理工程师': '7304',\n",
       " '图像识别工程师': '7305',\n",
       " '语音识别工程师': '7306',\n",
       " '机器视觉工程师': '7307',\n",
       " '自然语言处理(NLP)': '7308',\n",
       " '算法工程师': '7309',\n",
       " '推荐算法工程师': '7310',\n",
       " '搜索算法工程师': '7311',\n",
       " '游戏': '7800',\n",
       " '游戏策划师': '7801',\n",
       " '游戏系统策划': '7802',\n",
       " '游戏数值策划': '7803',\n",
       " '游戏关卡策划': '7804',\n",
       " '游戏文案策划/剧情策划': '7805',\n",
       " '游戏界面设计师': '7806',\n",
       " '游戏角色设计师': '7820',\n",
       " '游戏特效设计师': '7817',\n",
       " 'UE4特效师': '7822',\n",
       " '游戏动作设计师': '7818',\n",
       " '游戏场景设计师': '7819',\n",
       " '游戏原画师': '7807',\n",
       " '游戏动画师': '7808',\n",
       " '游戏开发工程师': '7809',\n",
       " 'Cocos2d-x开发工程师': '7810',\n",
       " 'Unity3d开发工程师': '7811',\n",
       " 'UE4开发工程师': '7823',\n",
       " '游戏客户端开发工程师': '7812',\n",
       " '游戏服务端开发工程师': '7813',\n",
       " '游戏测试': '7821',\n",
       " '游戏运营': '7814',\n",
       " '电子竞技运营': '7815',\n",
       " '视觉/交互设计': '7400',\n",
       " '平面设计总监': '7420',\n",
       " '平面设计经理/主管': '7421',\n",
       " '平面设计师': '7413',\n",
       " '美工/电商设计师': '7419',\n",
       " 'UI设计师': '7412',\n",
       " '视觉设计师': '7403',\n",
       " '网页设计师': '7401',\n",
       " '用户体验（UE/UX）设计师': '7404',\n",
       " '交互设计师': '7402',\n",
       " '动画/3D设计': '7422',\n",
       " '特效设计师': '7407',\n",
       " '原画师': '7418',\n",
       " '绘画': '7417',\n",
       " '多媒体设计': '7416',\n",
       " 'Flash设计师': '7406',\n",
       " '音效设计师': '7408',\n",
       " '计算机辅助设计工程师': '7409',\n",
       " '仿真应用工程师': '7410',\n",
       " '网站架构设计师': '7405',\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': '2700',\n",
       " '软件测试工程师': '2707',\n",
       " '功能测试': '2718',\n",
       " '性能测试': '2719',\n",
       " '安全测试': '2724',\n",
       " '自动化测试': '2720',\n",
       " '移动端测试': '2721',\n",
       " '测试开发': '2722',\n",
       " '测试总监': '2726',\n",
       " '测试经理': '2705',\n",
       " '测试主管': '2723',\n",
       " '系统测试': '2706',\n",
       " '标准化工程师': '2704',\n",
       " '测试工程师': '2725',\n",
       " '运维/技术支持': '7900',\n",
       " '运维工程师': '7901',\n",
       " '自动化运维工程师': '7920',\n",
       " '系统工程师': '7902',\n",
       " '数据库工程师(DBA)': '7903',\n",
       " '系统集成工程师': '7904',\n",
       " 'ERP实施顾问': '7905',\n",
       " '网络安全工程师': '7906',\n",
       " '运维开发': '7915',\n",
       " '网站维护工程师': '7907',\n",
       " '技术支持/维护经理': '7908',\n",
       " '技术支持/维护工程师': '7909',\n",
       " '配置管理工程师': '7910',\n",
       " 'IT经理/IT主管': '7912',\n",
       " '网络工程师(IT工程师)': '7913',\n",
       " '网络管理(Helpdesk)': '7914',\n",
       " '网络维修': '7916',\n",
       " '手机维修': '7917',\n",
       " '电脑维修': '7918',\n",
       " '数据': '7500',\n",
       " '数据分析经理/主管': '7502',\n",
       " '数据分析师': '7501',\n",
       " 'ETL开发工程师': '7503',\n",
       " 'BI工程师': '7504',\n",
       " '数据仓库工程师': '7505',\n",
       " '数据采集工程师': '7506',\n",
       " '数据建模工程师': '7507',\n",
       " '数据治理工程师': '7508',\n",
       " '产品': '6600',\n",
       " '产品总监': '6604',\n",
       " '产品经理/主管': '6602',\n",
       " '互联网产品经理': '6605',\n",
       " '移动产品经理': '6606',\n",
       " '用户产品经理': '6607',\n",
       " '电商产品经理': '6608',\n",
       " '产品专员': '6601',\n",
       " '产品助理': '6603',\n",
       " '需求工程师': '6609',\n",
       " '运营': '8000.0',\n",
       " '运营总监': '8050',\n",
       " '运营经理': '8049',\n",
       " '运营主管': '8048',\n",
       " '运营专员': '8047',\n",
       " '运营助理': '8053',\n",
       " '网站运营总监': '8030',\n",
       " '网站运营经理/主管': '8003',\n",
       " '网站运营专员': '8016',\n",
       " '网络推广总监': '8032',\n",
       " '网络推广经理/主管': '8033',\n",
       " '网络推广专员': '8034',\n",
       " 'SEO/SEM': '8024',\n",
       " '信息流优化师': '8046',\n",
       " '新媒体运营': '8010',\n",
       " '直播运营': '8059',\n",
       " '微信运营': '8055',\n",
       " '微博运营': '8054',\n",
       " '用户运营': '8041',\n",
       " '社区/社群运营': '8058',\n",
       " '活动运营': '8042',\n",
       " '内容运营': '8043',\n",
       " '品类运营': '8051',\n",
       " '数据运营': '8044',\n",
       " '线下运营': '8045',\n",
       " '产品运营': '8057',\n",
       " '网站编辑': '8007',\n",
       " '内容审核': '8052',\n",
       " '网站策划': '8006',\n",
       " '电子商务': '6100',\n",
       " '电商总监': '6111',\n",
       " '电商经理/电商主管': '6110',\n",
       " '电商专员': '6109',\n",
       " '电商运营': '6102',\n",
       " '跨境电商运营': '6112',\n",
       " '网店店长': '6101',\n",
       " '网店店铺管理员': '6103',\n",
       " '网店客服': '6104',\n",
       " '店铺推广': '6105',\n",
       " '网店模特': '6107',\n",
       " '技术管理': '2600',\n",
       " '首席技术执行官CTO': '2611',\n",
       " '首席信息官CIO': '2612',\n",
       " '技术总监/经理': '2602',\n",
       " '项目总监': '3513',\n",
       " '项目经理': '2606',\n",
       " '项目主管': '2607',\n",
       " '项目执行/协调人员': '2608',\n",
       " '项目助理': '2610',\n",
       " '半导体/芯片': '6700',\n",
       " '集成电路IC设计/应用工程师': '6701',\n",
       " '芯片架构工程师': '6727',\n",
       " 'FPGA开发工程师': '6728',\n",
       " 'MEMS工程师': '6729',\n",
       " '射频芯片设计': '6730',\n",
       " '模拟芯片工程师': '6731',\n",
       " '版图设计工程师': '6722',\n",
       " '模拟版图工程师': '6732',\n",
       " '数字前端工程师': '6733',\n",
       " 'IC验证工程师': '6702',\n",
       " 'FPGA原型验证工程师': '6734',\n",
       " 'EDA工程师': '6735',\n",
       " '可测性设计工程师(DFT)': '6736',\n",
       " '数字后端工程师': '6737',\n",
       " '芯片测试工程师': '6738',\n",
       " 'FAE 现场应用工程师': '6712',\n",
       " '半导体工艺工程师': '6723',\n",
       " '工艺整合工程师(PIE)': '6740',\n",
       " '半导体设备工程师': '6739',\n",
       " '失效分析工程师(FA)': '6741',\n",
       " '封装工程师': '6760',\n",
       " '封装研发工程师': '6744',\n",
       " '半导体测试工程师': '6750',\n",
       " '芯片销售工程师': '6746',\n",
       " '半导体器件工程师': '6761',\n",
       " '半导体文档工程师': '6747',\n",
       " '半导体产品经理/产品工程师': '6748',\n",
       " '半导体技术': '6707',\n",
       " '电子/电器/仪器仪表': '2900',\n",
       " '电子工程师/技术员': '2903',\n",
       " 'PCB工程师': '2964',\n",
       " '电子技术研发工程师': '2917',\n",
       " '电子软件开发(ARM/MCU...)': '2909',\n",
       " '电子元器件工程师': '2962',\n",
       " '电子工艺工程师': '2951',\n",
       " 'SMT工程师': '2965',\n",
       " '电子设备工程师': '2959',\n",
       " '电子/电器维修工程师/技师': '2920',\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': '2910',\n",
       " '嵌入式硬件开发(主板机…)': '2919',\n",
       " '硬件工程师': '2955',\n",
       " '高级硬件工程师': '2956',\n",
       " '硬件测试工程师': '2957',\n",
       " '电气工程师/技术员': '2904',\n",
       " 'PLC工程师': '2966',\n",
       " '电路工程师/技术员(模拟/数字)': '2905',\n",
       " '电声/音响工程师/技术员': '2906',\n",
       " '电池/电源开发': '2911',\n",
       " '仪器/仪表/计量分析师': '2914',\n",
       " '计量工程师': '2958',\n",
       " '激光/光电子技术': '2918',\n",
       " '变压器与磁电工程师': '2921',\n",
       " '家用电器/数码产品研发': '2913',\n",
       " '自动控制工程师/技术员': '2908',\n",
       " '机器人调试工程师': '2963',\n",
       " '安防系统工程师': '2925',\n",
       " '电子销售工程师': '2952',\n",
       " '电子文档工程师': '2953',\n",
       " '电子产品经理/产品工程师': '2954',\n",
       " '通信技术开发及应用': '2800',\n",
       " '通信技术工程师': '2801',\n",
       " '无线通信工程师': '2803',\n",
       " '有线传输工程师': '2802',\n",
       " '射频工程师': '2815',\n",
       " '数据通信工程师': '2805',\n",
       " '通信网络工程师': '2807',\n",
       " '核心网工程师': '2819',\n",
       " '基站工程师': '2818',\n",
       " '通信设备工程师': '2820',\n",
       " '通信电源工程师': '2808',\n",
       " '电信交换工程师': '2804',\n",
       " '光通信工程师': '2814',\n",
       " '通信测试工程师': '2816',\n",
       " '通信销售工程师': '2817',\n",
       " '通信文档工程师': '2812',\n",
       " '通信产品经理/产品工程师': '2813',\n",
       " '通信项目管理': '2821',\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': '3000.0',\n",
       " '大客户销售': '3009',\n",
       " '销售代表': '3001',\n",
       " '区域销售代表': '3014',\n",
       " '渠道/分销专员': '3002',\n",
       " '客户代表': '3003',\n",
       " '销售工程师': '3004',\n",
       " '电话销售': '3005',\n",
       " '地推专员': '3017',\n",
       " '门店销售': '3016',\n",
       " '海外销售': '3015',\n",
       " '网络销售/在线销售': '3010',\n",
       " '直播销售': '3013',\n",
       " '团购业务员': '3008',\n",
       " '经销商': '3006',\n",
       " '会籍顾问': '3011',\n",
       " '销售助理': '3012',\n",
       " '销售行政及商务': '3100',\n",
       " '销售行政经理/主管': '3101',\n",
       " '销售行政专员': '3102',\n",
       " '业务分析经理/主管': '3108',\n",
       " '业务分析专员/助理': '3109',\n",
       " '商务经理': '3103',\n",
       " '商务主管/专员': '3104',\n",
       " '商务助理': '3105',\n",
       " '销售行政助理': '3106',\n",
       " '客服及支持': '3200',\n",
       " '客服总监': '3201',\n",
       " '客服经理': '3202',\n",
       " '客服主管': '3203',\n",
       " '客服专员/助理': '3204',\n",
       " '客户关系经理/主管': '3210',\n",
       " '售前/售后技术支持经理': '3205',\n",
       " '售前/售后技术支持主管': '3206',\n",
       " '售前/售后技术支持工程师': '3207',\n",
       " '咨询热线/呼叫中心服务人员': '3208',\n",
       " '网络/在线客服': '3213',\n",
       " '投诉专员': '3211',\n",
       " 'VIP专员': '3212',\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': '3300',\n",
       " '证券/期货/外汇经纪人': '3301',\n",
       " '证券分析师': '3302',\n",
       " '期货分析师': '3319',\n",
       " '量化研究': '3316',\n",
       " '证券交易员': '3320',\n",
       " '股票/期货操盘手': '3303',\n",
       " '金融/经济研究员': '3304',\n",
       " '金融产品经理': '3312',\n",
       " '金融产品销售': '3315',\n",
       " '机构业务销售': '3317',\n",
       " '投资总监': '3322',\n",
       " '投资经理': '3323',\n",
       " '基金经理': '3341',\n",
       " '投资顾问': '3325',\n",
       " '理财顾问': '3326',\n",
       " '投资银行业务': '3307',\n",
       " '投资银行财务分析': '3313',\n",
       " '融资经理/融资主管': '3308',\n",
       " '融资专员': '3309',\n",
       " '营业部总经理/副总经理': '3318',\n",
       " '风险管理/控制': '3314',\n",
       " '资产管理': '3324',\n",
       " '拍卖/担保/典当业务': '3310',\n",
       " '银行': '2200',\n",
       " '行长/副行长': '2207',\n",
       " '银行客户总监': '2231',\n",
       " '个人业务部门经理/主管': '2223',\n",
       " '个人业务客户经理': '2224',\n",
       " '公司业务部门经理/主管': '2225',\n",
       " '公司业务客户经理': '2226',\n",
       " '综合业务经理/主管': '2227',\n",
       " '综合业务专员': '2228',\n",
       " '理财经理': '2233',\n",
       " '资产评估/分析': '2208',\n",
       " '风险控制': '2209',\n",
       " '信贷管理': '2215',\n",
       " '催收': '3340',\n",
       " '信审核查': '2229',\n",
       " '进出口/信用证结算': '2210',\n",
       " '外汇交易': '2212',\n",
       " '清算人员': '2211',\n",
       " '高级客户经理/客户经理': '2213',\n",
       " '客户主管/专员': '2214',\n",
       " '营业部大堂经理': '2230',\n",
       " '信用卡销售': '2222',\n",
       " '呼叫中心客服': '2232',\n",
       " '银行柜员': '2216',\n",
       " '小微信贷专员': '2234',\n",
       " '保险': '3400',\n",
       " '保险精算师': '3401',\n",
       " '保险产品开发/项目策划': '3402',\n",
       " '保险业务经理/主管': '3403',\n",
       " '保险经纪人/保险代理': '3404',\n",
       " '保险电销': '3414',\n",
       " '保险核保': '3407',\n",
       " '保险理赔': '3408',\n",
       " '保险客户服务/续期管理': '3409',\n",
       " '保险培训师': '3410',\n",
       " '保险内勤': '3411',\n",
       " '契约管理': '3413',\n",
       " '理财顾问/财务规划师': '3405',\n",
       " '储备经理人': '3406',\n",
       " '保险业务推动/督导': '3415',\n",
       " '生产/营运': '3500',\n",
       " '工厂经理/厂长': '3501',\n",
       " '总工程师/副总工程师': '3502',\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': '3504',\n",
       " '营运经理': '3505',\n",
       " '营运主管': '3506',\n",
       " '生产总监': '3514',\n",
       " '生产经理/车间主任': '3507',\n",
       " '生产主管': '3509',\n",
       " '生产领班/组长': '3515',\n",
       " '生产计划/物料管理(PMC)': '3508',\n",
       " '生产文员': '3512',\n",
       " '生产跟单': '3518',\n",
       " '设备主管': '3516',\n",
       " '化验员': '3510',\n",
       " '厂务': '3517',\n",
       " '质量安全': '3600',\n",
       " '质量管理/测试经理(QA/QC经理)': '3601',\n",
       " '质量管理/测试主管(QA/QC主管)': '3602',\n",
       " '质量管理/测试工程师(QA/QC工程师)': '3603',\n",
       " '可靠度工程师': '3605',\n",
       " '故障分析工程师': '3606',\n",
       " '认证工程师': '3607',\n",
       " '体系工程师': '3608',\n",
       " '质检员/测试员(QC)': '3604',\n",
       " '审核员': '3615',\n",
       " '环境/健康/安全经理/主管（EHS）': '3609',\n",
       " '环境/健康/安全工程师（EHS）': '3610',\n",
       " '安全员': '2129',\n",
       " '供应商管理': '3611',\n",
       " '采购材料、设备质量管理': '3612',\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': '7100',\n",
       " '汽车项目管理': '7101',\n",
       " '汽车设计工程师': '7102',\n",
       " '车身/造型设计': '7103',\n",
       " '汽车结构工程师': '7104',\n",
       " '内外饰工程师': '7105',\n",
       " '汽车电子工程师': '7106',\n",
       " '电气/电器工程师': '7107',\n",
       " '附件系统工程师': '7108',\n",
       " '动力总成工程师': '7109',\n",
       " '发动机工程师': '7110',\n",
       " '底盘工程师': '7111',\n",
       " '汽车安全性能工程师': '7112',\n",
       " '汽车试验工程师': '7113',\n",
       " '新能源电池工程师': '7114',\n",
       " '新能源电控工程师': '7115',\n",
       " '新能源电机工程师': '7116',\n",
       " '汽车标定工程师': '7117',\n",
       " '发动机匹配工程师': '7118',\n",
       " '车联网工程师': '7119',\n",
       " '智能驾驶工程师': '7120',\n",
       " '研发总监/部长/专家': '7121',\n",
       " '汽车制造': '5400',\n",
       " '汽车质量工程师': '5404',\n",
       " '供应商质量工程师': '5421',\n",
       " '前期质量工程师': '5422',\n",
       " '过程质量工程师': '5423',\n",
       " '客户质量工程师': '5424',\n",
       " '汽车装配工艺工程师': '5406',\n",
       " '总装工程师': '5425',\n",
       " '焊接工艺工程师': '5426',\n",
       " '冲压工艺工程师': '5427',\n",
       " '涂装工艺工程师': '5428',\n",
       " '汽车销售与服务': '5900',\n",
       " '汽车销售/经纪人': '5903',\n",
       " '售后服务/客户服务': '5902',\n",
       " '汽车金融销售': '5916',\n",
       " '汽车金融经理': '5918',\n",
       " '汽车金融专员': '5917',\n",
       " '车险定损/理赔': '5915',\n",
       " '汽车修理工': '5907',\n",
       " '汽车检验/检测': '5905',\n",
       " '汽车装饰美容': '5906',\n",
       " '汽车钣金': '5913',\n",
       " '汽车喷漆': '5914',\n",
       " '汽车电工': '5912',\n",
       " '洗车工': '5908',\n",
       " '4S店经理/维修站经理': '5901',\n",
       " '二手车评估师': '5904',\n",
       " '加油站工作员': '5910',\n",
       " '技工普工': '3700',\n",
       " '普工/操作工': '3710',\n",
       " '技工': '3701',\n",
       " '叉车司机/铲车司机': '3707',\n",
       " '吊车司机': '3728',\n",
       " '挖掘机司机': '3729',\n",
       " '组装工': '3715',\n",
       " '包装工': '3716',\n",
       " '焊工': '3703',\n",
       " '氩弧焊工': '3717',\n",
       " '电工': '3706',\n",
       " '电力线路工': '3718',\n",
       " '旋压工': '3719',\n",
       " '仪表工': '3720',\n",
       " '电镀工': '3721',\n",
       " '喷塑工': '3722',\n",
       " '水工': '3709',\n",
       " '木工': '2139',\n",
       " '漆工': '3724',\n",
       " '空调工': '3708',\n",
       " '电梯工': '2141',\n",
       " '锅炉工': '3726',\n",
       " '3D打印操作员': '3730',\n",
       " '学徒工': '3727',\n",
       " '服装/纺织/皮革': '3800',\n",
       " '服装/纺织设计总监': '3812',\n",
       " '服装/纺织设计': '3801',\n",
       " '服装/纺织/皮革工艺师': '3813',\n",
       " '面料辅料开发': '3802',\n",
       " '面料辅料采购': '3803',\n",
       " '服装/纺织/皮革跟单': '3804',\n",
       " '服装领班': '3814',\n",
       " '服装纺织质检员(QA/QC)': '3805',\n",
       " '板房/楦头/底格出格师': '3806',\n",
       " '电脑放码员': '3811',\n",
       " '纸样师/车板工': '3808',\n",
       " '裁床': '3809',\n",
       " '打样/制版': '3807',\n",
       " '裁剪工': '3815',\n",
       " '缝纫工': '3816',\n",
       " '手缝工': '3817',\n",
       " '烫工': '3818',\n",
       " '样衣工': '3819',\n",
       " '纺织工': '3820',\n",
       " '针织工': '3821',\n",
       " '配色工': '3822',\n",
       " '印染工': '3823',\n",
       " '漂染工': '3824',\n",
       " '挡车工': '3825',\n",
       " '整经工': '3826',\n",
       " '细纱工': '3827',\n",
       " '浆纱工': '3828',\n",
       " '采购': '3900',\n",
       " '采购总监': '3901',\n",
       " '采购经理': '3902',\n",
       " '采购主管': '3903',\n",
       " '采购员': '3904',\n",
       " '采购助理': '3905',\n",
       " '买手': '3908',\n",
       " '供应商开发': '3909',\n",
       " '贸易': '4000.0',\n",
       " '贸易/外贸经理/主管': '4001',\n",
       " '贸易/外贸专员/助理': '4002',\n",
       " '外贸销售': '4009',\n",
       " '国内贸易人员': '4003',\n",
       " '业务跟单经理': '4004',\n",
       " '高级业务跟单': '4005',\n",
       " '业务跟单': '4006',\n",
       " '助理业务跟单': '4007',\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': '4100',\n",
       " '生物工程/生物制药': '4101',\n",
       " '化学分析测试员': '4116',\n",
       " '医药技术研发管理人员': '4103',\n",
       " '医药技术研发人员': '4104',\n",
       " '医药学术推广': '4126',\n",
       " '临床研究员': '4105',\n",
       " '临床协调员': '4106',\n",
       " '临床监查员': '4127',\n",
       " '临床数据分析员': '4123',\n",
       " '药品注册': '4107',\n",
       " '药品生产/质量管理': '4108',\n",
       " '药品市场推广经理': '4109',\n",
       " '药品市场推广主管/专员': '4110',\n",
       " '医药招商': '4120',\n",
       " '政府事务管理': '4121',\n",
       " '招投标管理': '4122',\n",
       " '医药销售经理/主管': '4111',\n",
       " '医药代表': '4112',\n",
       " '医药销售人员': '4102',\n",
       " '医疗器械注册': '4117',\n",
       " '医疗器械研发': '4124',\n",
       " '医疗器械生产/质量管理': '4118',\n",
       " '医疗器械市场推广': '4113',\n",
       " '医疗器械销售经理/主管': '4125',\n",
       " '医疗器械销售代表': '4114',\n",
       " '医疗器械维修人员': '4119',\n",
       " '化工': '5500',\n",
       " '化工技术应用/化工工程师': '5501',\n",
       " '化工实验室研究员/技术员': '5502',\n",
       " '涂料研发工程师': '5503',\n",
       " '配色技术员': '5504',\n",
       " '塑料工程师': '5505',\n",
       " '化妆品研发': '5506',\n",
       " '食品/饮料研发': '5507',\n",
       " '造纸研发': '5509',\n",
       " '医院/医疗/护理': '1300',\n",
       " '医院管理人员': '1302',\n",
       " '综合门诊/全科医生': '1328',\n",
       " '内科医生': '1301',\n",
       " '外科医生': '1317',\n",
       " '专科医生': '1318',\n",
       " '牙科医生': '1319',\n",
       " '妇产科医生': '1337',\n",
       " '眼科医生': '1339',\n",
       " '美容整形师': '1320',\n",
       " '医美咨询': '1329',\n",
       " '麻醉医生': '1308',\n",
       " '超声影像/放射科医师': '1327',\n",
       " '理疗师': '1321',\n",
       " '中医科医生': '1322',\n",
       " '针灸/推拿': '1313',\n",
       " '儿科医生': '1325',\n",
       " '心理医生': '1309',\n",
       " '心理咨询师': '1335',\n",
       " '营养师': '1314',\n",
       " '健康管理师': '1330',\n",
       " '药库主任/药剂师': '1304',\n",
       " '医学检验': '1310',\n",
       " '核酸检测员': '1331',\n",
       " '公共卫生/疾病控制': '1323',\n",
       " '消毒员': '1333',\n",
       " '防疫员': '1332',\n",
       " '护理主任/护士长': '1324',\n",
       " '护士/护理人员': '1305',\n",
       " '导医': '1336',\n",
       " '兽医': '1315',\n",
       " '验光师': '1326',\n",
       " '广告': '4200',\n",
       " '广告客户总监/副总监': '4201',\n",
       " '广告客户经理': '4202',\n",
       " '广告客户主管/专员': '4203',\n",
       " '广告创意总监': '4205',\n",
       " '广告创意/设计经理': '4204',\n",
       " '广告创意/设计主管/专员': '4206',\n",
       " '广告制作执行': '4212',\n",
       " '广告销售': '4213',\n",
       " '美术指导': '4211',\n",
       " '文案/策划': '4207',\n",
       " '企业/业务发展经理': '4208',\n",
       " '企业策划人员': '4209',\n",
       " '公关/媒介': '4300',\n",
       " '公关总监': '4315',\n",
       " '公关经理': '4301',\n",
       " '公关主管': '4302',\n",
       " '公关专员': '4303',\n",
       " '会务/会展经理': '4304',\n",
       " '会务/会展主管': '4305',\n",
       " '会务/会展专员': '4306',\n",
       " '媒介经理': '4307',\n",
       " '媒介主管': '4308',\n",
       " '媒介专员': '4309',\n",
       " '公关/媒介助理': '4310',\n",
       " '媒介销售': '4312',\n",
       " '活动策划': '4313',\n",
       " '活动执行': '4314',\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': '4400',\n",
       " '影视策划/制作人员': '4401',\n",
       " '导演/编导': '4402',\n",
       " '编剧': '4417',\n",
       " '制片人': '4418',\n",
       " '艺术/设计总监': '4403',\n",
       " '艺术指导/舞台美术设计': '4414',\n",
       " '经纪人/星探': '4404',\n",
       " '主播/主持人': '4405',\n",
       " '摄影师/摄像师': '4406',\n",
       " '后期制作': '4411',\n",
       " '视频剪辑': '4416',\n",
       " '音效师': '4407',\n",
       " '配音员': '4408',\n",
       " '灯光师': '4415',\n",
       " '放映经理/主管': '4412',\n",
       " '放映员': '4413',\n",
       " '编辑出版': '4500',\n",
       " '总编/副总编': '4501',\n",
       " '编辑': '4502',\n",
       " '作家/撰稿人': '4517',\n",
       " '记者': '4503',\n",
       " '电话采编': '4516',\n",
       " '美术编辑': '4504',\n",
       " '排版设计': '4505',\n",
       " '出版/发行': '4507',\n",
       " '建筑规划与设计': '6900',\n",
       " '室内设计总监': '6919',\n",
       " '室内设计经理/主管': '6918',\n",
       " '室内设计': '6901',\n",
       " '室内设计师助理': '6917',\n",
       " '软装设计': '6902',\n",
       " '精装设计': '6903',\n",
       " '家装顾问': '6920',\n",
       " '建筑设计师': '6905',\n",
       " '钢结构设计': '6906',\n",
       " '幕墙设计': '6907',\n",
       " '建筑结构设计': '6908',\n",
       " '建筑制图/模型/渲染': '6909',\n",
       " '暖通设计': '6911',\n",
       " '给排水设计': '6912',\n",
       " '建筑机电设计': '6910',\n",
       " '园艺/园林/景观设计': '6914',\n",
       " '城市规划设计': '6913',\n",
       " '规划与设计': '6904',\n",
       " 'BIM工程师': '6916',\n",
       " '建筑工程与装潢': '2100',\n",
       " '建筑工程师': '2101',\n",
       " '高级建筑工程师/总工': '2123',\n",
       " '给排水/暖通工程': '2104',\n",
       " '幕墙工程师': '2122',\n",
       " '建筑机电工程师': '2103',\n",
       " '楼宇自动化': '2125',\n",
       " '智能大厦/综合布线/安防/弱电': '2126',\n",
       " '精装修工程师': '2146',\n",
       " '房修工程师': '2147',\n",
       " '结构/土木/土建工程师': '2102',\n",
       " '公路/桥梁/港口/隧道工程': '2118',\n",
       " '岩土工程': '2119',\n",
       " '测绘/测量': '2120',\n",
       " '开发报建': '2127',\n",
       " '工程造价师/预结算经理': '2105',\n",
       " '预结算员': '2124',\n",
       " '建筑工程管理/项目经理': '2106',\n",
       " '建筑项目助理': '2133',\n",
       " '建筑工程验收': '2121',\n",
       " '工程监理': '2107',\n",
       " '市政工程师': '2132',\n",
       " '合同管理': '2128',\n",
       " '资料员': '2130',\n",
       " '建筑安装施工员': '2111',\n",
       " '砌筑工': '2134',\n",
       " '瓦工': '2135',\n",
       " '混凝土工': '2136',\n",
       " '浇注工': '2137',\n",
       " '钢筋工': '2138',\n",
       " '油漆工': '2140',\n",
       " '抹灰工': '2142',\n",
       " '施工开料工': '2143',\n",
       " '管道/暖通': '2144',\n",
       " '工长': '2145',\n",
       " '消防安全': '2112',\n",
       " '房地产开发': '4600',\n",
       " '房地产项目/策划经理': '4601',\n",
       " '房地产项目/策划主管/专员': '4602',\n",
       " '房地产投资管理': '4604',\n",
       " '房产项目配套工程师': '4603',\n",
       " '房地产项目招投标': '4608',\n",
       " '房地产投资分析': '4610',\n",
       " '房地产资产管理': '4611',\n",
       " '监察人员': '4612',\n",
       " '房地产销售与中介': '6000.0',\n",
       " '房地产销售经理/主管': '6009',\n",
       " '房地产销售': '6010',\n",
       " '房地产中介/置业顾问': '6001',\n",
       " '房地产评估': '6002',\n",
       " '房地产店长/经理': '6004',\n",
       " '房地产内勤': '6007',\n",
       " '房地产客服': '6006',\n",
       " '物业管理': '4700',\n",
       " '物业管理经理': '4702',\n",
       " '物业管理主管': '4714',\n",
       " '物业管理专员/助理': '4703',\n",
       " '招商/租赁/租售': '4704',\n",
       " '写字楼运营': '4719',\n",
       " '长租公寓管家/养老专员': '4717',\n",
       " '高级物业顾问/物业顾问': '4701',\n",
       " '前介工程师': '4716',\n",
       " '物业设施管理人员': '4705',\n",
       " '物业机电维修工': '4715',\n",
       " '物业机电工程师': '4708',\n",
       " '物业维修员': '4706',\n",
       " '停车管理员': '4709',\n",
       " '保安经理': '4710',\n",
       " '保安人员': '4711',\n",
       " '保洁': '4712',\n",
       " '绿化工': '4713',\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': '2300',\n",
       " '行政总监': '2301',\n",
       " '行政经理/主管/办公室主任': '2302',\n",
       " '行政专员/助理': '2303',\n",
       " '经理助理/秘书': '2304',\n",
       " '文员': '2311',\n",
       " '党工团干事': '2310',\n",
       " '前台接待/总机/接待生': '2305',\n",
       " '图书管理员/资料管理员': '2307',\n",
       " '档案管理员': '2312',\n",
       " '电脑操作员/打字员': '2308',\n",
       " '后勤': '2306',\n",
       " '咨询/顾问': '1400',\n",
       " '专业顾问': '1401',\n",
       " '咨询总监': '1402',\n",
       " '咨询经理': '1403',\n",
       " '专业培训师': '1406',\n",
       " '咨询员': '1404',\n",
       " '调研员': '1409',\n",
       " '猎头/人才中介': '1408',\n",
       " '情报信息分析人员': '1407',\n",
       " '律师/法务/合规': '1100',\n",
       " '律师/法律顾问': '1101',\n",
       " '律师助理': '1103',\n",
       " '法务总监': '1111',\n",
       " '法务经理': '1106',\n",
       " '法务主管/专员': '1102',\n",
       " '法务助理': '1107',\n",
       " '合规经理': '1109',\n",
       " '合规主管/专员': '1110',\n",
       " '知识产权/专利/商标': '1108',\n",
       " '教师': '1200',\n",
       " '英语老师': '1219',\n",
       " '数学老师': '1220',\n",
       " '语文老师': '1221',\n",
       " '物理老师': '1222',\n",
       " '化学老师': '1223',\n",
       " '日语老师': '1224',\n",
       " '幼教': '1207',\n",
       " '早教老师': '1225',\n",
       " '美术老师': '1228',\n",
       " '钢琴老师': '1233',\n",
       " '音乐老师': '1226',\n",
       " '体育教师': '1216',\n",
       " '其他外语老师': '1215',\n",
       " '在线辅导老师': '1218',\n",
       " '小学教师': '1209',\n",
       " '初中教师': '1231',\n",
       " '高中教师': '1232',\n",
       " '大学教授': '1208',\n",
       " '职业技术教师': '1211',\n",
       " '讲师/助教': '1204',\n",
       " '家教': '1205',\n",
       " '兼职教师': '1210',\n",
       " '教育咨询': '8100',\n",
       " '课程顾问': '8101',\n",
       " '招生老师': '8102',\n",
       " '学习规划师': '8103',\n",
       " '留学顾问': '8104',\n",
       " '教育管理': '8200',\n",
       " '校长': '8201',\n",
       " '班主任/辅导员': '8202',\n",
       " '院校教务管理人员': '8203',\n",
       " '园长': '8204',\n",
       " '教研组长/主管': '8205',\n",
       " '教研员': '8206',\n",
       " '教师培训/师训': '8207',\n",
       " '培训': '5700',\n",
       " '培训督导': '5701',\n",
       " '培训讲师': '5702',\n",
       " '培训策划': '5703',\n",
       " '培训产品开发': '5707',\n",
       " '培训助理': '5704',\n",
       " '科研': '1000.0',\n",
       " '科研管理人员': '1002',\n",
       " '科研人员': '1001',\n",
       " '餐饮服务': '4800',\n",
       " '餐饮店长/经理': '4801',\n",
       " '餐饮大堂经理': '4819',\n",
       " '餐厅领班': '4802',\n",
       " '餐饮服务员': '4803',\n",
       " '行政主厨/厨师长': '4806',\n",
       " '中餐厨师': '4807',\n",
       " '西餐厨师': '4820',\n",
       " '日式厨师': '4821',\n",
       " '面点师': '4822',\n",
       " '西点师': '4823',\n",
       " '厨师助理/学徒': '4812',\n",
       " '茶艺师': '4809',\n",
       " '咖啡师': '4816',\n",
       " '调酒师/侍酒师/吧台员': '4808',\n",
       " '礼仪/迎宾': '4804',\n",
       " '餐饮预订员': '4824',\n",
       " '餐饮收银员': '4818',\n",
       " '配菜/打荷': '4813',\n",
       " '传菜主管': '4811',\n",
       " '传菜员': '4825',\n",
       " '洗碗工': '4814',\n",
       " '送餐员': '4815',\n",
       " '杂工': '4817',\n",
       " ...}"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 职位参数构建\n",
    "职位参数={v:k for k,v in dict2.items()}\n",
    "职位参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "学历url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(学历url.split('&'))\n",
    "年限url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(年限url.split('&'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '所有初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'在校生/应届生': '01',\n",
       " '1-3年': '02',\n",
       " '3-5年': '03',\n",
       " '5-10年': '04',\n",
       " '10年以上': '05',\n",
       " '无需经验': '06',\n",
       " '所有': '99'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "学历要求_str = ['所有',\"所有初中及以下\",\"高中/中技/中专\",\"大专\",\"本科\",\"硕士\",\"博士\",\"无学历要求\"]\n",
    "t=['99','01','02','03','04','05','06','07']\n",
    "学历参数={学历要求_str[i]:t[i] for i in range(len(t))}\n",
    "display(学历参数)\n",
    "年限要求_str=['在校生/应届生','1-3年','3-5年','5-10年','10年以上','无需经验','所有']\n",
    "y=['01','02','03','04','05','06','99']\n",
    "年限参数={年限要求_str[i]:y[i] for i in range(len(y))}\n",
    "display(年限参数)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '所有初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'在校生/应届生': '01',\n",
       " '1-3年': '02',\n",
       " '3-5年': '03',\n",
       " '5-10年': '04',\n",
       " '10年以上': '05',\n",
       " '无需经验': '06',\n",
       " '所有': '99'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': '6508',\n",
       " '移动开发': '7700',\n",
       " 'Android开发工程师': '7701',\n",
       " 'iOS开发工程师': '7702',\n",
       " '小程序开发工程师': '7705',\n",
       " '移动开发工程师': '7703',\n",
       " '前端开发': '7200',\n",
       " 'Web前端开发': '7201',\n",
       " 'HTML5开发工程师': '7202',\n",
       " '人工智能': '7300',\n",
       " '机器学习工程师': '7301',\n",
       " '深度学习工程师': '7302',\n",
       " '图像算法工程师': '7303',\n",
       " '图像处理工程师': '7304',\n",
       " '图像识别工程师': '7305',\n",
       " '语音识别工程师': '7306',\n",
       " '机器视觉工程师': '7307',\n",
       " '自然语言处理(NLP)': '7308',\n",
       " '算法工程师': '7309',\n",
       " '推荐算法工程师': '7310',\n",
       " '搜索算法工程师': '7311',\n",
       " '游戏': '7800',\n",
       " '游戏策划师': '7801',\n",
       " '游戏系统策划': '7802',\n",
       " '游戏数值策划': '7803',\n",
       " '游戏关卡策划': '7804',\n",
       " '游戏文案策划/剧情策划': '7805',\n",
       " '游戏界面设计师': '7806',\n",
       " '游戏角色设计师': '7820',\n",
       " '游戏特效设计师': '7817',\n",
       " 'UE4特效师': '7822',\n",
       " '游戏动作设计师': '7818',\n",
       " '游戏场景设计师': '7819',\n",
       " '游戏原画师': '7807',\n",
       " '游戏动画师': '7808',\n",
       " '游戏开发工程师': '7809',\n",
       " 'Cocos2d-x开发工程师': '7810',\n",
       " 'Unity3d开发工程师': '7811',\n",
       " 'UE4开发工程师': '7823',\n",
       " '游戏客户端开发工程师': '7812',\n",
       " '游戏服务端开发工程师': '7813',\n",
       " '游戏测试': '7821',\n",
       " '游戏运营': '7814',\n",
       " '电子竞技运营': '7815',\n",
       " '视觉/交互设计': '7400',\n",
       " '平面设计总监': '7420',\n",
       " '平面设计经理/主管': '7421',\n",
       " '平面设计师': '7413',\n",
       " '美工/电商设计师': '7419',\n",
       " 'UI设计师': '7412',\n",
       " '视觉设计师': '7403',\n",
       " '网页设计师': '7401',\n",
       " '用户体验（UE/UX）设计师': '7404',\n",
       " '交互设计师': '7402',\n",
       " '动画/3D设计': '7422',\n",
       " '特效设计师': '7407',\n",
       " '原画师': '7418',\n",
       " '绘画': '7417',\n",
       " '多媒体设计': '7416',\n",
       " 'Flash设计师': '7406',\n",
       " '音效设计师': '7408',\n",
       " '计算机辅助设计工程师': '7409',\n",
       " '仿真应用工程师': '7410',\n",
       " '网站架构设计师': '7405',\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': '2700',\n",
       " '软件测试工程师': '2707',\n",
       " '功能测试': '2718',\n",
       " '性能测试': '2719',\n",
       " '安全测试': '2724',\n",
       " '自动化测试': '2720',\n",
       " '移动端测试': '2721',\n",
       " '测试开发': '2722',\n",
       " '测试总监': '2726',\n",
       " '测试经理': '2705',\n",
       " '测试主管': '2723',\n",
       " '系统测试': '2706',\n",
       " '标准化工程师': '2704',\n",
       " '测试工程师': '2725',\n",
       " '运维/技术支持': '7900',\n",
       " '运维工程师': '7901',\n",
       " '自动化运维工程师': '7920',\n",
       " '系统工程师': '7902',\n",
       " '数据库工程师(DBA)': '7903',\n",
       " '系统集成工程师': '7904',\n",
       " 'ERP实施顾问': '7905',\n",
       " '网络安全工程师': '7906',\n",
       " '运维开发': '7915',\n",
       " '网站维护工程师': '7907',\n",
       " '技术支持/维护经理': '7908',\n",
       " '技术支持/维护工程师': '7909',\n",
       " '配置管理工程师': '7910',\n",
       " 'IT经理/IT主管': '7912',\n",
       " '网络工程师(IT工程师)': '7913',\n",
       " '网络管理(Helpdesk)': '7914',\n",
       " '网络维修': '7916',\n",
       " '手机维修': '7917',\n",
       " '电脑维修': '7918',\n",
       " '数据': '7500',\n",
       " '数据分析经理/主管': '7502',\n",
       " '数据分析师': '7501',\n",
       " 'ETL开发工程师': '7503',\n",
       " 'BI工程师': '7504',\n",
       " '数据仓库工程师': '7505',\n",
       " '数据采集工程师': '7506',\n",
       " '数据建模工程师': '7507',\n",
       " '数据治理工程师': '7508',\n",
       " '产品': '6600',\n",
       " '产品总监': '6604',\n",
       " '产品经理/主管': '6602',\n",
       " '互联网产品经理': '6605',\n",
       " '移动产品经理': '6606',\n",
       " '用户产品经理': '6607',\n",
       " '电商产品经理': '6608',\n",
       " '产品专员': '6601',\n",
       " '产品助理': '6603',\n",
       " '需求工程师': '6609',\n",
       " '运营': '8000.0',\n",
       " '运营总监': '8050',\n",
       " '运营经理': '8049',\n",
       " '运营主管': '8048',\n",
       " '运营专员': '8047',\n",
       " '运营助理': '8053',\n",
       " '网站运营总监': '8030',\n",
       " '网站运营经理/主管': '8003',\n",
       " '网站运营专员': '8016',\n",
       " '网络推广总监': '8032',\n",
       " '网络推广经理/主管': '8033',\n",
       " '网络推广专员': '8034',\n",
       " 'SEO/SEM': '8024',\n",
       " '信息流优化师': '8046',\n",
       " '新媒体运营': '8010',\n",
       " '直播运营': '8059',\n",
       " '微信运营': '8055',\n",
       " '微博运营': '8054',\n",
       " '用户运营': '8041',\n",
       " '社区/社群运营': '8058',\n",
       " '活动运营': '8042',\n",
       " '内容运营': '8043',\n",
       " '品类运营': '8051',\n",
       " '数据运营': '8044',\n",
       " '线下运营': '8045',\n",
       " '产品运营': '8057',\n",
       " '网站编辑': '8007',\n",
       " '内容审核': '8052',\n",
       " '网站策划': '8006',\n",
       " '电子商务': '6100',\n",
       " '电商总监': '6111',\n",
       " '电商经理/电商主管': '6110',\n",
       " '电商专员': '6109',\n",
       " '电商运营': '6102',\n",
       " '跨境电商运营': '6112',\n",
       " '网店店长': '6101',\n",
       " '网店店铺管理员': '6103',\n",
       " '网店客服': '6104',\n",
       " '店铺推广': '6105',\n",
       " '网店模特': '6107',\n",
       " '技术管理': '2600',\n",
       " '首席技术执行官CTO': '2611',\n",
       " '首席信息官CIO': '2612',\n",
       " '技术总监/经理': '2602',\n",
       " '项目总监': '3513',\n",
       " '项目经理': '2606',\n",
       " '项目主管': '2607',\n",
       " '项目执行/协调人员': '2608',\n",
       " '项目助理': '2610',\n",
       " '半导体/芯片': '6700',\n",
       " '集成电路IC设计/应用工程师': '6701',\n",
       " '芯片架构工程师': '6727',\n",
       " 'FPGA开发工程师': '6728',\n",
       " 'MEMS工程师': '6729',\n",
       " '射频芯片设计': '6730',\n",
       " '模拟芯片工程师': '6731',\n",
       " '版图设计工程师': '6722',\n",
       " '模拟版图工程师': '6732',\n",
       " '数字前端工程师': '6733',\n",
       " 'IC验证工程师': '6702',\n",
       " 'FPGA原型验证工程师': '6734',\n",
       " 'EDA工程师': '6735',\n",
       " '可测性设计工程师(DFT)': '6736',\n",
       " '数字后端工程师': '6737',\n",
       " '芯片测试工程师': '6738',\n",
       " 'FAE 现场应用工程师': '6712',\n",
       " '半导体工艺工程师': '6723',\n",
       " '工艺整合工程师(PIE)': '6740',\n",
       " '半导体设备工程师': '6739',\n",
       " '失效分析工程师(FA)': '6741',\n",
       " '封装工程师': '6760',\n",
       " '封装研发工程师': '6744',\n",
       " '半导体测试工程师': '6750',\n",
       " '芯片销售工程师': '6746',\n",
       " '半导体器件工程师': '6761',\n",
       " '半导体文档工程师': '6747',\n",
       " '半导体产品经理/产品工程师': '6748',\n",
       " '半导体技术': '6707',\n",
       " '电子/电器/仪器仪表': '2900',\n",
       " '电子工程师/技术员': '2903',\n",
       " 'PCB工程师': '2964',\n",
       " '电子技术研发工程师': '2917',\n",
       " '电子软件开发(ARM/MCU...)': '2909',\n",
       " '电子元器件工程师': '2962',\n",
       " '电子工艺工程师': '2951',\n",
       " 'SMT工程师': '2965',\n",
       " '电子设备工程师': '2959',\n",
       " '电子/电器维修工程师/技师': '2920',\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': '2910',\n",
       " '嵌入式硬件开发(主板机…)': '2919',\n",
       " '硬件工程师': '2955',\n",
       " '高级硬件工程师': '2956',\n",
       " '硬件测试工程师': '2957',\n",
       " '电气工程师/技术员': '2904',\n",
       " 'PLC工程师': '2966',\n",
       " '电路工程师/技术员(模拟/数字)': '2905',\n",
       " '电声/音响工程师/技术员': '2906',\n",
       " '电池/电源开发': '2911',\n",
       " '仪器/仪表/计量分析师': '2914',\n",
       " '计量工程师': '2958',\n",
       " '激光/光电子技术': '2918',\n",
       " '变压器与磁电工程师': '2921',\n",
       " '家用电器/数码产品研发': '2913',\n",
       " '自动控制工程师/技术员': '2908',\n",
       " '机器人调试工程师': '2963',\n",
       " '安防系统工程师': '2925',\n",
       " '电子销售工程师': '2952',\n",
       " '电子文档工程师': '2953',\n",
       " '电子产品经理/产品工程师': '2954',\n",
       " '通信技术开发及应用': '2800',\n",
       " '通信技术工程师': '2801',\n",
       " '无线通信工程师': '2803',\n",
       " '有线传输工程师': '2802',\n",
       " '射频工程师': '2815',\n",
       " '数据通信工程师': '2805',\n",
       " '通信网络工程师': '2807',\n",
       " '核心网工程师': '2819',\n",
       " '基站工程师': '2818',\n",
       " '通信设备工程师': '2820',\n",
       " '通信电源工程师': '2808',\n",
       " '电信交换工程师': '2804',\n",
       " '光通信工程师': '2814',\n",
       " '通信测试工程师': '2816',\n",
       " '通信销售工程师': '2817',\n",
       " '通信文档工程师': '2812',\n",
       " '通信产品经理/产品工程师': '2813',\n",
       " '通信项目管理': '2821',\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': '3000.0',\n",
       " '大客户销售': '3009',\n",
       " '销售代表': '3001',\n",
       " '区域销售代表': '3014',\n",
       " '渠道/分销专员': '3002',\n",
       " '客户代表': '3003',\n",
       " '销售工程师': '3004',\n",
       " '电话销售': '3005',\n",
       " '地推专员': '3017',\n",
       " '门店销售': '3016',\n",
       " '海外销售': '3015',\n",
       " '网络销售/在线销售': '3010',\n",
       " '直播销售': '3013',\n",
       " '团购业务员': '3008',\n",
       " '经销商': '3006',\n",
       " '会籍顾问': '3011',\n",
       " '销售助理': '3012',\n",
       " '销售行政及商务': '3100',\n",
       " '销售行政经理/主管': '3101',\n",
       " '销售行政专员': '3102',\n",
       " '业务分析经理/主管': '3108',\n",
       " '业务分析专员/助理': '3109',\n",
       " '商务经理': '3103',\n",
       " '商务主管/专员': '3104',\n",
       " '商务助理': '3105',\n",
       " '销售行政助理': '3106',\n",
       " '客服及支持': '3200',\n",
       " '客服总监': '3201',\n",
       " '客服经理': '3202',\n",
       " '客服主管': '3203',\n",
       " '客服专员/助理': '3204',\n",
       " '客户关系经理/主管': '3210',\n",
       " '售前/售后技术支持经理': '3205',\n",
       " '售前/售后技术支持主管': '3206',\n",
       " '售前/售后技术支持工程师': '3207',\n",
       " '咨询热线/呼叫中心服务人员': '3208',\n",
       " '网络/在线客服': '3213',\n",
       " '投诉专员': '3211',\n",
       " 'VIP专员': '3212',\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': '3300',\n",
       " '证券/期货/外汇经纪人': '3301',\n",
       " '证券分析师': '3302',\n",
       " '期货分析师': '3319',\n",
       " '量化研究': '3316',\n",
       " '证券交易员': '3320',\n",
       " '股票/期货操盘手': '3303',\n",
       " '金融/经济研究员': '3304',\n",
       " '金融产品经理': '3312',\n",
       " '金融产品销售': '3315',\n",
       " '机构业务销售': '3317',\n",
       " '投资总监': '3322',\n",
       " '投资经理': '3323',\n",
       " '基金经理': '3341',\n",
       " '投资顾问': '3325',\n",
       " '理财顾问': '3326',\n",
       " '投资银行业务': '3307',\n",
       " '投资银行财务分析': '3313',\n",
       " '融资经理/融资主管': '3308',\n",
       " '融资专员': '3309',\n",
       " '营业部总经理/副总经理': '3318',\n",
       " '风险管理/控制': '3314',\n",
       " '资产管理': '3324',\n",
       " '拍卖/担保/典当业务': '3310',\n",
       " '银行': '2200',\n",
       " '行长/副行长': '2207',\n",
       " '银行客户总监': '2231',\n",
       " '个人业务部门经理/主管': '2223',\n",
       " '个人业务客户经理': '2224',\n",
       " '公司业务部门经理/主管': '2225',\n",
       " '公司业务客户经理': '2226',\n",
       " '综合业务经理/主管': '2227',\n",
       " '综合业务专员': '2228',\n",
       " '理财经理': '2233',\n",
       " '资产评估/分析': '2208',\n",
       " '风险控制': '2209',\n",
       " '信贷管理': '2215',\n",
       " '催收': '3340',\n",
       " '信审核查': '2229',\n",
       " '进出口/信用证结算': '2210',\n",
       " '外汇交易': '2212',\n",
       " '清算人员': '2211',\n",
       " '高级客户经理/客户经理': '2213',\n",
       " '客户主管/专员': '2214',\n",
       " '营业部大堂经理': '2230',\n",
       " '信用卡销售': '2222',\n",
       " '呼叫中心客服': '2232',\n",
       " '银行柜员': '2216',\n",
       " '小微信贷专员': '2234',\n",
       " '保险': '3400',\n",
       " '保险精算师': '3401',\n",
       " '保险产品开发/项目策划': '3402',\n",
       " '保险业务经理/主管': '3403',\n",
       " '保险经纪人/保险代理': '3404',\n",
       " '保险电销': '3414',\n",
       " '保险核保': '3407',\n",
       " '保险理赔': '3408',\n",
       " '保险客户服务/续期管理': '3409',\n",
       " '保险培训师': '3410',\n",
       " '保险内勤': '3411',\n",
       " '契约管理': '3413',\n",
       " '理财顾问/财务规划师': '3405',\n",
       " '储备经理人': '3406',\n",
       " '保险业务推动/督导': '3415',\n",
       " '生产/营运': '3500',\n",
       " '工厂经理/厂长': '3501',\n",
       " '总工程师/副总工程师': '3502',\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': '3504',\n",
       " '营运经理': '3505',\n",
       " '营运主管': '3506',\n",
       " '生产总监': '3514',\n",
       " '生产经理/车间主任': '3507',\n",
       " '生产主管': '3509',\n",
       " '生产领班/组长': '3515',\n",
       " '生产计划/物料管理(PMC)': '3508',\n",
       " '生产文员': '3512',\n",
       " '生产跟单': '3518',\n",
       " '设备主管': '3516',\n",
       " '化验员': '3510',\n",
       " '厂务': '3517',\n",
       " '质量安全': '3600',\n",
       " '质量管理/测试经理(QA/QC经理)': '3601',\n",
       " '质量管理/测试主管(QA/QC主管)': '3602',\n",
       " '质量管理/测试工程师(QA/QC工程师)': '3603',\n",
       " '可靠度工程师': '3605',\n",
       " '故障分析工程师': '3606',\n",
       " '认证工程师': '3607',\n",
       " '体系工程师': '3608',\n",
       " '质检员/测试员(QC)': '3604',\n",
       " '审核员': '3615',\n",
       " '环境/健康/安全经理/主管（EHS）': '3609',\n",
       " '环境/健康/安全工程师（EHS）': '3610',\n",
       " '安全员': '2129',\n",
       " '供应商管理': '3611',\n",
       " '采购材料、设备质量管理': '3612',\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': '7100',\n",
       " '汽车项目管理': '7101',\n",
       " '汽车设计工程师': '7102',\n",
       " '车身/造型设计': '7103',\n",
       " '汽车结构工程师': '7104',\n",
       " '内外饰工程师': '7105',\n",
       " '汽车电子工程师': '7106',\n",
       " '电气/电器工程师': '7107',\n",
       " '附件系统工程师': '7108',\n",
       " '动力总成工程师': '7109',\n",
       " '发动机工程师': '7110',\n",
       " '底盘工程师': '7111',\n",
       " '汽车安全性能工程师': '7112',\n",
       " '汽车试验工程师': '7113',\n",
       " '新能源电池工程师': '7114',\n",
       " '新能源电控工程师': '7115',\n",
       " '新能源电机工程师': '7116',\n",
       " '汽车标定工程师': '7117',\n",
       " '发动机匹配工程师': '7118',\n",
       " '车联网工程师': '7119',\n",
       " '智能驾驶工程师': '7120',\n",
       " '研发总监/部长/专家': '7121',\n",
       " '汽车制造': '5400',\n",
       " '汽车质量工程师': '5404',\n",
       " '供应商质量工程师': '5421',\n",
       " '前期质量工程师': '5422',\n",
       " '过程质量工程师': '5423',\n",
       " '客户质量工程师': '5424',\n",
       " '汽车装配工艺工程师': '5406',\n",
       " '总装工程师': '5425',\n",
       " '焊接工艺工程师': '5426',\n",
       " '冲压工艺工程师': '5427',\n",
       " '涂装工艺工程师': '5428',\n",
       " '汽车销售与服务': '5900',\n",
       " '汽车销售/经纪人': '5903',\n",
       " '售后服务/客户服务': '5902',\n",
       " '汽车金融销售': '5916',\n",
       " '汽车金融经理': '5918',\n",
       " '汽车金融专员': '5917',\n",
       " '车险定损/理赔': '5915',\n",
       " '汽车修理工': '5907',\n",
       " '汽车检验/检测': '5905',\n",
       " '汽车装饰美容': '5906',\n",
       " '汽车钣金': '5913',\n",
       " '汽车喷漆': '5914',\n",
       " '汽车电工': '5912',\n",
       " '洗车工': '5908',\n",
       " '4S店经理/维修站经理': '5901',\n",
       " '二手车评估师': '5904',\n",
       " '加油站工作员': '5910',\n",
       " '技工普工': '3700',\n",
       " '普工/操作工': '3710',\n",
       " '技工': '3701',\n",
       " '叉车司机/铲车司机': '3707',\n",
       " '吊车司机': '3728',\n",
       " '挖掘机司机': '3729',\n",
       " '组装工': '3715',\n",
       " '包装工': '3716',\n",
       " '焊工': '3703',\n",
       " '氩弧焊工': '3717',\n",
       " '电工': '3706',\n",
       " '电力线路工': '3718',\n",
       " '旋压工': '3719',\n",
       " '仪表工': '3720',\n",
       " '电镀工': '3721',\n",
       " '喷塑工': '3722',\n",
       " '水工': '3709',\n",
       " '木工': '2139',\n",
       " '漆工': '3724',\n",
       " '空调工': '3708',\n",
       " '电梯工': '2141',\n",
       " '锅炉工': '3726',\n",
       " '3D打印操作员': '3730',\n",
       " '学徒工': '3727',\n",
       " '服装/纺织/皮革': '3800',\n",
       " '服装/纺织设计总监': '3812',\n",
       " '服装/纺织设计': '3801',\n",
       " '服装/纺织/皮革工艺师': '3813',\n",
       " '面料辅料开发': '3802',\n",
       " '面料辅料采购': '3803',\n",
       " '服装/纺织/皮革跟单': '3804',\n",
       " '服装领班': '3814',\n",
       " '服装纺织质检员(QA/QC)': '3805',\n",
       " '板房/楦头/底格出格师': '3806',\n",
       " '电脑放码员': '3811',\n",
       " '纸样师/车板工': '3808',\n",
       " '裁床': '3809',\n",
       " '打样/制版': '3807',\n",
       " '裁剪工': '3815',\n",
       " '缝纫工': '3816',\n",
       " '手缝工': '3817',\n",
       " '烫工': '3818',\n",
       " '样衣工': '3819',\n",
       " '纺织工': '3820',\n",
       " '针织工': '3821',\n",
       " '配色工': '3822',\n",
       " '印染工': '3823',\n",
       " '漂染工': '3824',\n",
       " '挡车工': '3825',\n",
       " '整经工': '3826',\n",
       " '细纱工': '3827',\n",
       " '浆纱工': '3828',\n",
       " '采购': '3900',\n",
       " '采购总监': '3901',\n",
       " '采购经理': '3902',\n",
       " '采购主管': '3903',\n",
       " '采购员': '3904',\n",
       " '采购助理': '3905',\n",
       " '买手': '3908',\n",
       " '供应商开发': '3909',\n",
       " '贸易': '4000.0',\n",
       " '贸易/外贸经理/主管': '4001',\n",
       " '贸易/外贸专员/助理': '4002',\n",
       " '外贸销售': '4009',\n",
       " '国内贸易人员': '4003',\n",
       " '业务跟单经理': '4004',\n",
       " '高级业务跟单': '4005',\n",
       " '业务跟单': '4006',\n",
       " '助理业务跟单': '4007',\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': '4100',\n",
       " '生物工程/生物制药': '4101',\n",
       " '化学分析测试员': '4116',\n",
       " '医药技术研发管理人员': '4103',\n",
       " '医药技术研发人员': '4104',\n",
       " '医药学术推广': '4126',\n",
       " '临床研究员': '4105',\n",
       " '临床协调员': '4106',\n",
       " '临床监查员': '4127',\n",
       " '临床数据分析员': '4123',\n",
       " '药品注册': '4107',\n",
       " '药品生产/质量管理': '4108',\n",
       " '药品市场推广经理': '4109',\n",
       " '药品市场推广主管/专员': '4110',\n",
       " '医药招商': '4120',\n",
       " '政府事务管理': '4121',\n",
       " '招投标管理': '4122',\n",
       " '医药销售经理/主管': '4111',\n",
       " '医药代表': '4112',\n",
       " '医药销售人员': '4102',\n",
       " '医疗器械注册': '4117',\n",
       " '医疗器械研发': '4124',\n",
       " '医疗器械生产/质量管理': '4118',\n",
       " '医疗器械市场推广': '4113',\n",
       " '医疗器械销售经理/主管': '4125',\n",
       " '医疗器械销售代表': '4114',\n",
       " '医疗器械维修人员': '4119',\n",
       " '化工': '5500',\n",
       " '化工技术应用/化工工程师': '5501',\n",
       " '化工实验室研究员/技术员': '5502',\n",
       " '涂料研发工程师': '5503',\n",
       " '配色技术员': '5504',\n",
       " '塑料工程师': '5505',\n",
       " '化妆品研发': '5506',\n",
       " '食品/饮料研发': '5507',\n",
       " '造纸研发': '5509',\n",
       " '医院/医疗/护理': '1300',\n",
       " '医院管理人员': '1302',\n",
       " '综合门诊/全科医生': '1328',\n",
       " '内科医生': '1301',\n",
       " '外科医生': '1317',\n",
       " '专科医生': '1318',\n",
       " '牙科医生': '1319',\n",
       " '妇产科医生': '1337',\n",
       " '眼科医生': '1339',\n",
       " '美容整形师': '1320',\n",
       " '医美咨询': '1329',\n",
       " '麻醉医生': '1308',\n",
       " '超声影像/放射科医师': '1327',\n",
       " '理疗师': '1321',\n",
       " '中医科医生': '1322',\n",
       " '针灸/推拿': '1313',\n",
       " '儿科医生': '1325',\n",
       " '心理医生': '1309',\n",
       " '心理咨询师': '1335',\n",
       " '营养师': '1314',\n",
       " '健康管理师': '1330',\n",
       " '药库主任/药剂师': '1304',\n",
       " '医学检验': '1310',\n",
       " '核酸检测员': '1331',\n",
       " '公共卫生/疾病控制': '1323',\n",
       " '消毒员': '1333',\n",
       " '防疫员': '1332',\n",
       " '护理主任/护士长': '1324',\n",
       " '护士/护理人员': '1305',\n",
       " '导医': '1336',\n",
       " '兽医': '1315',\n",
       " '验光师': '1326',\n",
       " '广告': '4200',\n",
       " '广告客户总监/副总监': '4201',\n",
       " '广告客户经理': '4202',\n",
       " '广告客户主管/专员': '4203',\n",
       " '广告创意总监': '4205',\n",
       " '广告创意/设计经理': '4204',\n",
       " '广告创意/设计主管/专员': '4206',\n",
       " '广告制作执行': '4212',\n",
       " '广告销售': '4213',\n",
       " '美术指导': '4211',\n",
       " '文案/策划': '4207',\n",
       " '企业/业务发展经理': '4208',\n",
       " '企业策划人员': '4209',\n",
       " '公关/媒介': '4300',\n",
       " '公关总监': '4315',\n",
       " '公关经理': '4301',\n",
       " '公关主管': '4302',\n",
       " '公关专员': '4303',\n",
       " '会务/会展经理': '4304',\n",
       " '会务/会展主管': '4305',\n",
       " '会务/会展专员': '4306',\n",
       " '媒介经理': '4307',\n",
       " '媒介主管': '4308',\n",
       " '媒介专员': '4309',\n",
       " '公关/媒介助理': '4310',\n",
       " '媒介销售': '4312',\n",
       " '活动策划': '4313',\n",
       " '活动执行': '4314',\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': '4400',\n",
       " '影视策划/制作人员': '4401',\n",
       " '导演/编导': '4402',\n",
       " '编剧': '4417',\n",
       " '制片人': '4418',\n",
       " '艺术/设计总监': '4403',\n",
       " '艺术指导/舞台美术设计': '4414',\n",
       " '经纪人/星探': '4404',\n",
       " '主播/主持人': '4405',\n",
       " '摄影师/摄像师': '4406',\n",
       " '后期制作': '4411',\n",
       " '视频剪辑': '4416',\n",
       " '音效师': '4407',\n",
       " '配音员': '4408',\n",
       " '灯光师': '4415',\n",
       " '放映经理/主管': '4412',\n",
       " '放映员': '4413',\n",
       " '编辑出版': '4500',\n",
       " '总编/副总编': '4501',\n",
       " '编辑': '4502',\n",
       " '作家/撰稿人': '4517',\n",
       " '记者': '4503',\n",
       " '电话采编': '4516',\n",
       " '美术编辑': '4504',\n",
       " '排版设计': '4505',\n",
       " '出版/发行': '4507',\n",
       " '建筑规划与设计': '6900',\n",
       " '室内设计总监': '6919',\n",
       " '室内设计经理/主管': '6918',\n",
       " '室内设计': '6901',\n",
       " '室内设计师助理': '6917',\n",
       " '软装设计': '6902',\n",
       " '精装设计': '6903',\n",
       " '家装顾问': '6920',\n",
       " '建筑设计师': '6905',\n",
       " '钢结构设计': '6906',\n",
       " '幕墙设计': '6907',\n",
       " '建筑结构设计': '6908',\n",
       " '建筑制图/模型/渲染': '6909',\n",
       " '暖通设计': '6911',\n",
       " '给排水设计': '6912',\n",
       " '建筑机电设计': '6910',\n",
       " '园艺/园林/景观设计': '6914',\n",
       " '城市规划设计': '6913',\n",
       " '规划与设计': '6904',\n",
       " 'BIM工程师': '6916',\n",
       " '建筑工程与装潢': '2100',\n",
       " '建筑工程师': '2101',\n",
       " '高级建筑工程师/总工': '2123',\n",
       " '给排水/暖通工程': '2104',\n",
       " '幕墙工程师': '2122',\n",
       " '建筑机电工程师': '2103',\n",
       " '楼宇自动化': '2125',\n",
       " '智能大厦/综合布线/安防/弱电': '2126',\n",
       " '精装修工程师': '2146',\n",
       " '房修工程师': '2147',\n",
       " '结构/土木/土建工程师': '2102',\n",
       " '公路/桥梁/港口/隧道工程': '2118',\n",
       " '岩土工程': '2119',\n",
       " '测绘/测量': '2120',\n",
       " '开发报建': '2127',\n",
       " '工程造价师/预结算经理': '2105',\n",
       " '预结算员': '2124',\n",
       " '建筑工程管理/项目经理': '2106',\n",
       " '建筑项目助理': '2133',\n",
       " '建筑工程验收': '2121',\n",
       " '工程监理': '2107',\n",
       " '市政工程师': '2132',\n",
       " '合同管理': '2128',\n",
       " '资料员': '2130',\n",
       " '建筑安装施工员': '2111',\n",
       " '砌筑工': '2134',\n",
       " '瓦工': '2135',\n",
       " '混凝土工': '2136',\n",
       " '浇注工': '2137',\n",
       " '钢筋工': '2138',\n",
       " '油漆工': '2140',\n",
       " '抹灰工': '2142',\n",
       " '施工开料工': '2143',\n",
       " '管道/暖通': '2144',\n",
       " '工长': '2145',\n",
       " '消防安全': '2112',\n",
       " '房地产开发': '4600',\n",
       " '房地产项目/策划经理': '4601',\n",
       " '房地产项目/策划主管/专员': '4602',\n",
       " '房地产投资管理': '4604',\n",
       " '房产项目配套工程师': '4603',\n",
       " '房地产项目招投标': '4608',\n",
       " '房地产投资分析': '4610',\n",
       " '房地产资产管理': '4611',\n",
       " '监察人员': '4612',\n",
       " '房地产销售与中介': '6000.0',\n",
       " '房地产销售经理/主管': '6009',\n",
       " '房地产销售': '6010',\n",
       " '房地产中介/置业顾问': '6001',\n",
       " '房地产评估': '6002',\n",
       " '房地产店长/经理': '6004',\n",
       " '房地产内勤': '6007',\n",
       " '房地产客服': '6006',\n",
       " '物业管理': '4700',\n",
       " '物业管理经理': '4702',\n",
       " '物业管理主管': '4714',\n",
       " '物业管理专员/助理': '4703',\n",
       " '招商/租赁/租售': '4704',\n",
       " '写字楼运营': '4719',\n",
       " '长租公寓管家/养老专员': '4717',\n",
       " '高级物业顾问/物业顾问': '4701',\n",
       " '前介工程师': '4716',\n",
       " '物业设施管理人员': '4705',\n",
       " '物业机电维修工': '4715',\n",
       " '物业机电工程师': '4708',\n",
       " '物业维修员': '4706',\n",
       " '停车管理员': '4709',\n",
       " '保安经理': '4710',\n",
       " '保安人员': '4711',\n",
       " '保洁': '4712',\n",
       " '绿化工': '4713',\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': '2300',\n",
       " '行政总监': '2301',\n",
       " '行政经理/主管/办公室主任': '2302',\n",
       " '行政专员/助理': '2303',\n",
       " '经理助理/秘书': '2304',\n",
       " '文员': '2311',\n",
       " '党工团干事': '2310',\n",
       " '前台接待/总机/接待生': '2305',\n",
       " '图书管理员/资料管理员': '2307',\n",
       " '档案管理员': '2312',\n",
       " '电脑操作员/打字员': '2308',\n",
       " '后勤': '2306',\n",
       " '咨询/顾问': '1400',\n",
       " '专业顾问': '1401',\n",
       " '咨询总监': '1402',\n",
       " '咨询经理': '1403',\n",
       " '专业培训师': '1406',\n",
       " '咨询员': '1404',\n",
       " '调研员': '1409',\n",
       " '猎头/人才中介': '1408',\n",
       " '情报信息分析人员': '1407',\n",
       " '律师/法务/合规': '1100',\n",
       " '律师/法律顾问': '1101',\n",
       " '律师助理': '1103',\n",
       " '法务总监': '1111',\n",
       " '法务经理': '1106',\n",
       " '法务主管/专员': '1102',\n",
       " '法务助理': '1107',\n",
       " '合规经理': '1109',\n",
       " '合规主管/专员': '1110',\n",
       " '知识产权/专利/商标': '1108',\n",
       " '教师': '1200',\n",
       " '英语老师': '1219',\n",
       " '数学老师': '1220',\n",
       " '语文老师': '1221',\n",
       " '物理老师': '1222',\n",
       " '化学老师': '1223',\n",
       " '日语老师': '1224',\n",
       " '幼教': '1207',\n",
       " '早教老师': '1225',\n",
       " '美术老师': '1228',\n",
       " '钢琴老师': '1233',\n",
       " '音乐老师': '1226',\n",
       " '体育教师': '1216',\n",
       " '其他外语老师': '1215',\n",
       " '在线辅导老师': '1218',\n",
       " '小学教师': '1209',\n",
       " '初中教师': '1231',\n",
       " '高中教师': '1232',\n",
       " '大学教授': '1208',\n",
       " '职业技术教师': '1211',\n",
       " '讲师/助教': '1204',\n",
       " '家教': '1205',\n",
       " '兼职教师': '1210',\n",
       " '教育咨询': '8100',\n",
       " '课程顾问': '8101',\n",
       " '招生老师': '8102',\n",
       " '学习规划师': '8103',\n",
       " '留学顾问': '8104',\n",
       " '教育管理': '8200',\n",
       " '校长': '8201',\n",
       " '班主任/辅导员': '8202',\n",
       " '院校教务管理人员': '8203',\n",
       " '园长': '8204',\n",
       " '教研组长/主管': '8205',\n",
       " '教研员': '8206',\n",
       " '教师培训/师训': '8207',\n",
       " '培训': '5700',\n",
       " '培训督导': '5701',\n",
       " '培训讲师': '5702',\n",
       " '培训策划': '5703',\n",
       " '培训产品开发': '5707',\n",
       " '培训助理': '5704',\n",
       " '科研': '1000.0',\n",
       " '科研管理人员': '1002',\n",
       " '科研人员': '1001',\n",
       " '餐饮服务': '4800',\n",
       " '餐饮店长/经理': '4801',\n",
       " '餐饮大堂经理': '4819',\n",
       " '餐厅领班': '4802',\n",
       " '餐饮服务员': '4803',\n",
       " '行政主厨/厨师长': '4806',\n",
       " '中餐厨师': '4807',\n",
       " '西餐厨师': '4820',\n",
       " '日式厨师': '4821',\n",
       " '面点师': '4822',\n",
       " '西点师': '4823',\n",
       " '厨师助理/学徒': '4812',\n",
       " '茶艺师': '4809',\n",
       " '咖啡师': '4816',\n",
       " '调酒师/侍酒师/吧台员': '4808',\n",
       " '礼仪/迎宾': '4804',\n",
       " '餐饮预订员': '4824',\n",
       " '餐饮收银员': '4818',\n",
       " '配菜/打荷': '4813',\n",
       " '传菜主管': '4811',\n",
       " '传菜员': '4825',\n",
       " '洗碗工': '4814',\n",
       " '送餐员': '4815',\n",
       " '杂工': '4817',\n",
       " ...}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(学历参数)\n",
    "display(年限参数)\n",
    "display(职位参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(url.split('&'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 终极url参数构建(occupation,keyword,workyears,degree):\n",
    "    job=职位参数[occupation]\n",
    "    key=urllib.parse.quote(keyword)\n",
    "    key=urllib.parse.quote(key)\n",
    "    years=年限参数[workyears]\n",
    "    dg=学历参数[degree]\n",
    "    url='https://search.51job.com/list/030000,000000,'+job+',00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear='+years+'&cotype=99&degreefrom='+dg+'&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,7420,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B8%2588%2520,2,1.html?lang=c&postchannel=0000&workyear=02&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=终极url参数构建('平面设计总监','设计师 ','1-3年','本科')\n",
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "header = {\n",
    "    \n",
    "}\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<!DOCTYPE html>\\r\\n<html>\\r\\n<head>\\r\\n    <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge,chrome=1\">\\r\\n    <link rel=\"icon\" href=\"/favicon.ico\" type=\"image/x-icon\"/>\\r\\n    <meta http-equiv=\"Content-Type\" content=\"text/html; charset=gbk\">\\n    <title>【广州,vr招聘，求职】-前程无忧</title>\\n    <meta name=\"description\" content=\"前程无忧为您提供广州,vr招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。\">\\n    <meta name=\"keywords\" content=\"找工作,求职,人才,招聘\">\\n    <meta name=\"mobile-agent\" content=\"format=html5; url=https://m.51job.com/search/joblist.php?jobarea=030200&keyword=vr&partner=webmeta\">\\n    <meta name=\"mobile-agent\" content=\"format=xhtml; url=https://m.51job.com/search/joblist.php?jobarea=030200&keyword=vr&partner=webmeta\">\\n    <meta name=\"robots\" content=\"all\">\\n    <meta http-equiv=\"Expires\" content=\"0\">\\n    <meta http-equiv=\"Cache-Control\" content=\"no-cache\">\\n    <meta http-equiv=\"Pragma\" content=\"no-cache\">\\n    <link rel=\"dns-prefetch\" href=\"//js.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img01.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img02.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img03.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img04.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img05.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img06.51jobcdn.com\">\\n    <script language=\"javascript\" src=\"//js.51jobcdn.com/in/js/2016/jquery.js?20180319\"></script>\\r\\n    <script language=\"javascript\">\\n    var _tkd = _tkd || []; //点击量统计用\\n    var lang = [];\\n    var supporthttps = 1; //浏览器是否支持https\\n    var currenthttps = (window.location.protocol === \\'https:\\') ? \\'1\\' : \\'0\\'; //当前是否为https\\n    var systemtime = 1621663988430;\\n    var d_system_client_time = systemtime - new Date().getTime();\\n    var trackConfig = {\\n        \\'guid\\': \\'\\',\\n        \\'ip\\': \\'61.242.54.145\\',\\n        \\'accountid\\': \\'\\',\\n        \\'refpage\\': \\'\\',\\n        \\'refdomain\\': \\'\\',\\n        \\'domain\\': \\'search.51job.com\\',\\n        \\'pageName\\': \\'index.php\\',\\n        \\'partner\\': \\'\\',\\n        \\'islanding\\': \\'0\\',\\n        \\'fromdomain\\': \\'51job_pc\\',\\n    };\\n    window.cfg = {\\n        lang:\\'c\\',\\n        domain : {\\n            my : \\'http://my.51job.com\\',\\n            login : \\'https://login.51job.com\\',\\n            search : \\'https://search.51job.com\\',\\n            www : \\'//www.51job.com\\',\\n            jobs : \\'https://jobs.51job.com\\',\\n            jianli : \\'https://jianli.51job.com\\',\\n            i : \\'//i.51job.com\\',\\n            jc : \\'//jc.51job.com\\',\\n            map : \\'https://map.51job.com\\',\\n            m : \\'https://m.51job.com\\',\\n            cdn : \\'//js.51jobcdn.com\\',\\n            help : \\'https://help.51job.com\\',\\n            img : \\'//img04.51jobcdn.com\\',\\n            dj : \\'//dj.51job.com\\',\\n            mdj : \\'//mdj.51job.com\\',\\n            mq : \\'//mq.51job.com\\',\\n            mmq : \\'//mmq.51job.com\\',\\n            kbc : \\'https://kbc.51job.com\\',\\n            mtr : \\'https://medu.51job.com\\',\\n            tr : \\'https://edu.51job.com\\',\\n        }\\n    };\\n\\nwindow.cfg.lang = \\'c\\';\\nwindow.cfg.fullLang = \\'Chinese\\';\\nwindow.cfg.url = {\\nroot : \\'https://search.51job.com\\',\\nimage : \\'//img01.51jobcdn.com/im/2009\\',\\nimage_search : \\'//img06.51jobcdn.com/im/2009/search\\',\\ni : \\'//i.51job.com\\'\\n}\\nwindow.cfg.fileName = \\'index.php\\';\\nwindow.cfg.root = \\'https://search.51job.com\\';\\nwindow.cfg.root_userset_ajax = \\'//i.51job.com/userset/ajax\\';\\nwindow.cfg.isSearchDomain = \\'1\\';\\nwindow.cfg.langs = {\\nsqzwml : \\'applyjob\\',\\nqzzwqdg : \\'请在要选择的职位前打勾!\\',\\nmyml : \\'my\\',\\nts_qxjzw : \\'请选择职位\\',\\nqueren : \\'确认\\',\\nguanbi : \\'关闭\\',\\nnzdnxj : \\'您最多能选择\\',\\nxiang : \\'项\\',\\nxzdq : \\'选择地区\\',\\nxj_xg : \\'选择/修改\\',\\nzycs : \\'主要城市\\',\\nsysf : \\'所有省份\\',\\ntspd : \\'特殊频道\\',\\nbuxian : \\'不限\\',\\nqingxj : \\'请选择\\',\\nyixuan : \\'已选\\',\\nznlb : \\'职能类别\\',\\nhylb : \\'行业类别\\',\\ngzdd : \\'工作地点\\',\\nquanbu : \\'全部\\',\\nzhineng : \\'职能\\',\\nhangye : \\'行业\\',\\ndidian : \\'地点\\',\\nqsrgjz : \\'请输入关键字\\',\\nsrpcgjz : \\'输入排除关键字\\'\\n}\\nwindow.cfg.stype = \\'1\\';\\nwindow.cfg.isJobview = \\'1\\';\\n</script>\\n<script type=\"text/javascript\" src=\"//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511\"></script>\\n\\n    <script language=\"javascript\" src=\"//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js\"></script>\\n    <link href=\"//js.51jobcdn.com/in/resource/css/2021/search/common.e08e7725.css\" rel=\"stylesheet\">\\n<link href=\"//js.51jobcdn.com/in/resource/css/2021/search/index.68d65703.css\" rel=\"stylesheet\">\\n<link href=\"//js.51jobcdn.com/in/resource/css/2021/search/utils.header.91d43fda.css\" rel=\"stylesheet\">\\n</head>\\r\\n<body>\\r\\n<script type=\"text/javascript\" src=\"//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js\"></script>\\n<div class=\"header\">\\r\\n    <!-- bar start -->\\r\\n    <div class=\"bar\">\\r\\n        <div class=\"in\">\\r\\n            <div class=\"language\">\\r\\n                <ul id=\"languagelist\">\\r\\n                    <li class=\"tle\"><span class=\"list\">简</span></li><li><a href=\"http://big5.51job.com/gate/big5/www.51job.com/\" rel=\"external nofollow\">繁</a></li><li class=\"last\"><a href=\"//www.51job.com/default-e.php\" rel=\"external nofollow\">EN</a></li>                    <script language=\"javascript\">\\r\\n                        if(location.hostname == \"big5.51job.com\")\\r\\n                        {\\r\\n                            $(\\'#languagelist li span\\').html(\"繁\");\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').html(\"简\");\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').attr(\\'href\\',\\'javascript:void(0)\\');\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').click(function(){location.href=window.cfg.domain.www});\\r\\n                            $(\\'#languagelist li:nth-child(3) a\\').attr(\\'href\\',\\'javascript:void(0)\\');\\r\\n                            $(\\'#languagelist li:nth-child(3) a\\').click(function(){location.href=window.cfg.domain.www+\"/default-e.php\"});\\r\\n                        }\\r\\n                    </script>\\r\\n                </ul>\\r\\n            </div>\\r\\n            <span class=\"l\">&nbsp;</span>\\r\\n            <div class=\"app\">\\r\\n                <ul>\\r\\n                    <li><em class=\"e_icon\"></em><a href=\"http://app.51job.com/index.html\">APP下载</a></li>\\r\\n                    <li>\\r\\n                        <img width=\"80\" height=\"80\" src=\"//img01.51jobcdn.com/im/2016/code/new_app.png\" alt=\"app download\">\\r\\n                        <p><a href=\"http://app.51job.com/index.html\">APP下载</a></a></p>\\r\\n                    </li>\\r\\n                </ul>\\r\\n            </div>\\r\\n            <div class=\"uer\">\\r\\n                                    <p class=\"op\">\\r\\n                        <a href=\"https://login.51job.com/login.php?lang=c&url=http%3A%2F%2Fsearch.51job.com%2Flist%2F030200%2C000000%2C0000%2C00%2C9%2C99%2Cvr%2C2%2C1.html%3Flang%3Dc%26postchannel%3D0000%26workyear%3D99%26cotype%3D99%26degreefrom%3D99%26jobterm%3D99%26companysize%3D99%26ord_field%3D0%26dibiaoid%3D0%26line%3D%26welfare%3D\" rel=\"external nofollow\">登录</a> / <a href=\"https://login.51job.com/register.php?lang=c&url=http%3A%2F%2Fsearch.51job.com%2Flist%2F030200%2C000000%2C0000%2C00%2C9%2C99%2Cvr%2C2%2C1.html%3Flang%3Dc%26postchannel%3D0000%26workyear%3D99%26cotype%3D99%26degreefrom%3D99%26jobterm%3D99%26companysize%3D99%26ord_field%3D0%26dibiaoid%3D0%26line%3D%26welfare%3D\" rel=\"external nofollow\">注册</a>                    </p>\\r\\n                            </div>\\r\\n\\t\\t\\t<p class=\"rlk\">\\r\\n                <a href=\"//baike.51job.com\" target=\"_blank\">职场百科</a>\\r\\n                <span class=\"lb\">&nbsp;</span>\\r\\n                <a href=\"//wenku.51job.com\" target=\"_blank\">职场文库</a>\\r\\n                <span class=\"lb\">&nbsp;</span>\\r\\n                <a href=\"https://jobs.51job.com\" target=\"_blank\">招聘信息</a>                <span class=\"lb\">&nbsp;</span>\\r\\n                <a href=\"https://ehire.51job.com\" target=\"_blank\">企业服务</a>            </p>\\r\\n        </div>\\r\\n    </div>\\r\\n    <!-- top end -->\\r\\n    <!-- 英文版为body添加class -->\\r\\n    <script>\\r\\n            </script>\\r\\n    <!-- nag start -->\\r\\n    <div class=\"pop-city\" style=\"display:none;position: absolute; z-index: 1000;\" id=\"area_channel_layer\">\\n    <div class=\"tle\">\\n        地区选择        <em class=\"close\" onclick=\"jvascript:$(\\'#area_channel_layer,#area_channel_layer_backdrop\\').hide();\"></em>\\n    </div>\\n    <div class=\"pcon\">\\n        <div class=\"ht\">\\n            <label>热门城市</label><a href=\"//www.51job.com/beijing/\">北京</a><a href=\"//www.51job.com/shanghai/\">上海</a><a href=\"//www.51job.com/guangzhou/\">广州</a><a href=\"//www.51job.com/shenzhen/\">深圳</a><a href=\"//www.51job.com/wuhan/\">武汉</a><a href=\"//www.51job.com/xian/\">西安</a><a href=\"//www.51job.com/hangzhou/\">杭州</a><a href=\"//www.51job.com/nanjing/\">南京</a><a href=\"//www.51job.com/chengdu/\">成都</a><a href=\"//www.51job.com/chongqing/\">重庆</a>        </div>\\n        <div class=\"cbox\">\\n            <ul  id=\"area_channel_layer_list\">\\n                <li class=\"on\" onclick=\"areaChannelChangeTab(\\'abc\\', this)\">A B C</li>\\n                <li onclick=\"areaChannelChangeTab(\\'def\\', this)\">D E F</li>\\n                <li onclick=\"areaChannelChangeTab(\\'gh\\', this)\">G H</li>\\n                <li onclick=\"areaChannelChangeTab(\\'jkl\\', this)\">J K L</li>\\n                <li onclick=\"areaChannelChangeTab(\\'mnp\\', this)\">M N P</li>\\n                <li onclick=\"areaChannelChangeTab(\\'qrs\\', this)\">Q R S</li>\\n                <li onclick=\"areaChannelChangeTab(\\'twx\\', this)\">T W X</li>\\n                <li onclick=\"areaChannelChangeTab(\\'yz\\', this)\">Y Z</li>\\n            </ul>\\n            <div class=\"clst\"  id=\"area_channel_layer_all\">\\n                    <div class=\"e\" name=\"area_channel_div_abc\">\\r\\n        <span><a href=\"//www.51job.com/anshan/\">鞍山</a></span>\\r\\n        <span><a href=\"//www.51job.com/anqing/\">安庆</a></span>\\r\\n        <span><a href=\"//www.51job.com/anyang/\">安阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/beijing/\">北京</a></span>\\r\\n        <span><a href=\"//www.51job.com/baotou/\">包头</a></span>\\r\\n        <span><a href=\"//www.51job.com/baoding/\">保定</a></span>\\r\\n        <span><a href=\"//www.51job.com/bengbu/\">蚌埠</a></span>\\r\\n        <span><a href=\"//www.51job.com/baoji/\">宝鸡</a></span>\\r\\n        <span><a href=\"//www.51job.com/binzhou/\">滨州</a></span>\\r\\n        <span><a href=\"//www.51job.com/changchun/\">长春</a></span>\\r\\n        <span><a href=\"//www.51job.com/changsha/\">长沙</a></span>\\r\\n        <span><a href=\"//www.51job.com/chengdu/\">成都</a></span>\\r\\n        <span><a href=\"//www.51job.com/chongqing/\">重庆</a></span>\\r\\n        <span><a href=\"//www.51job.com/changzhou/\">常州</a></span>\\r\\n        <span><a href=\"//www.51job.com/changde/\">常德</a></span>\\r\\n        <span><a href=\"//www.51job.com/changshu/\">常熟</a></span>\\r\\n        <span><a href=\"//www.51job.com/cangzhou/\">沧州</a></span>\\r\\n        <span><a href=\"//www.51job.com/chaozhou/\">潮州</a></span>\\r\\n        <span><a href=\"//www.51job.com/chenzhou/\">郴州</a></span>\\r\\n        <span><a href=\"//www.51job.com/chifeng/\">赤峰</a></span>\\r\\n        <span><a href=\"//www.51job.com/chuzhou/\">滁州</a></span>\\r\\n        <span><a href=\"//www.51job.com/changzhi/\">长治</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_def\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/dalian/\">大连</a></span>\\r\\n        <span><a href=\"//www.51job.com/dongguan/\">东莞</a></span>\\r\\n        <span><a href=\"//www.51job.com/dandong/\">丹东</a></span>\\r\\n        <span><a href=\"//www.51job.com/daqing/\">大庆</a></span>\\r\\n        <span><a href=\"//www.51job.com/dazhou/\">达州</a></span>\\r\\n        <span><a href=\"//www.51job.com/datong/\">大同</a></span>\\r\\n        <span><a href=\"//www.51job.com/deyang/\">德阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/dezhou/\">德州</a></span>\\r\\n        <span><a href=\"//www.51job.com/dongying/\">东营</a></span>\\r\\n        <span><a href=\"//www.51job.com/errduosi/\">鄂尔多斯</a></span>\\r\\n        <span><a href=\"//www.51job.com/ezhou/\">鄂州</a></span>\\r\\n        <span><a href=\"//www.51job.com/fuzhou/\">福州</a></span>\\r\\n        <span><a href=\"//www.51job.com/foshan/\">佛山</a></span>\\r\\n        <span><a href=\"//www.51job.com/fushun/\">抚顺</a></span>\\r\\n        <span><a href=\"//www.51job.com/fuzhoue/\">抚州</a></span>\\r\\n        <span><a href=\"//www.51job.com/fuyang/\">阜阳</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_gh\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/guangzhou/\">广州</a></span>\\r\\n        <span><a href=\"//www.51job.com/guiyang/\">贵阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/ganzhou/\">赣州</a></span>\\r\\n        <span><a href=\"//www.51job.com/guangan/\">广安</a></span>\\r\\n        <span><a href=\"//www.51job.com/guangyuan/\">广元</a></span>\\r\\n        <span><a href=\"//www.51job.com/guigang/\">贵港</a></span>\\r\\n        <span><a href=\"//www.51job.com/guilin/\">桂林</a></span>\\r\\n        <span><a href=\"//www.51job.com/harbin/\">哈尔滨</a></span>\\r\\n        <span><a href=\"//www.51job.com/hangzhou/\">杭州</a></span>\\r\\n        <span><a href=\"//www.51job.com/hefei/\">合肥</a></span>\\r\\n        <span><a href=\"//www.51job.com/haikou/\">海口</a></span>\\r\\n        <span><a href=\"//www.51job.com/huhhot/\">呼和浩特</a></span>\\r\\n        <span><a href=\"//www.51job.com/huizhou/\">惠州</a></span>\\r\\n        <span><a href=\"//www.51job.com/hengyang/\">衡阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/huaian/\">淮安</a></span>\\r\\n        <span><a href=\"//www.51job.com/huzhou/\">湖州</a></span>\\r\\n        <span><a href=\"//www.51job.com/handan/\">邯郸</a></span>\\r\\n        <span><a href=\"//www.51job.com/hanzhong/\">汉中</a></span>\\r\\n        <span><a href=\"//www.51job.com/heyuan/\">河源</a></span>\\r\\n        <span><a href=\"//www.51job.com/heze/\">菏泽</a></span>\\r\\n        <span><a href=\"//www.51job.com/hengshui/\">衡水</a></span>\\r\\n        <span><a href=\"//www.51job.com/huaihua/\">怀化</a></span>\\r\\n        <span><a href=\"//www.51job.com/huaibei/\">淮北</a></span>\\r\\n        <span><a href=\"//www.51job.com/huainan/\">淮南</a></span>\\r\\n        <span><a href=\"//www.51job.com/huanggang/\">黄冈</a></span>\\r\\n        <span><a href=\"//www.51job.com/huangshi/\">黄石</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_jkl\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/jinan/\">济南</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiaxing/\">嘉兴</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinhua/\">金华</a></span>\\r\\n        <span><a href=\"//www.51job.com/jilin/\">吉林</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiangmen/\">江门</a></span>\\r\\n        <span><a href=\"//www.51job.com/jingzhou/\">荆州</a></span>\\r\\n        <span><a href=\"//www.51job.com/jining/\">济宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiujiang/\">九江</a></span>\\r\\n        <span><a href=\"//www.51job.com/jian/\">吉安</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiaozuo/\">焦作</a></span>\\r\\n        <span><a href=\"//www.51job.com/jieyang/\">揭阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinzhou/\">锦州</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinzhong/\">晋中</a></span>\\r\\n        <span><a href=\"//www.51job.com/jingmen/\">荆门</a></span>\\r\\n        <span><a href=\"//www.51job.com/kunming/\">昆明</a></span>\\r\\n        <span><a href=\"//www.51job.com/kunshan/\">昆山</a></span>\\r\\n        <span><a href=\"//www.51job.com/kaifeng/\">开封</a></span>\\r\\n        <span><a href=\"//www.51job.com/lanzhou/\">兰州</a></span>\\r\\n        <span><a href=\"//www.51job.com/langfang/\">廊坊</a></span>\\r\\n        <span><a href=\"//www.51job.com/linyi/\">临沂</a></span>\\r\\n        <span><a href=\"//www.51job.com/luoyang/\">洛阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/lianyungang/\">连云港</a></span>\\r\\n        <span><a href=\"//www.51job.com/liuzhou/\">柳州</a></span>\\r\\n        <span><a href=\"//www.51job.com/leshan/\">乐山</a></span>\\r\\n        <span><a href=\"//www.51job.com/liaocheng/\">聊城</a></span>\\r\\n        <span><a href=\"//www.51job.com/linfen/\">临汾</a></span>\\r\\n        <span><a href=\"//www.51job.com/luan/\">六安</a></span>\\r\\n        <span><a href=\"//www.51job.com/loudi/\">娄底</a></span>\\r\\n        <span><a href=\"//www.51job.com/luzhou/\">泸州</a></span>\\r\\n        <span><a href=\"//www.51job.com/luohe/\">漯河</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_mnp\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/mianyang/\">绵阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/maanshan/\">马鞍山</a></span>\\r\\n        <span><a href=\"//www.51job.com/maoming/\">茂名</a></span>\\r\\n        <span><a href=\"//www.51job.com/meishan/\">眉山</a></span>\\r\\n        <span><a href=\"//www.51job.com/meizhou/\">梅州</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanjing/\">南京</a></span>\\r\\n        <span><a href=\"//www.51job.com/ningbo/\">宁波</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanchang/\">南昌</a></span>\\r\\n        <span><a href=\"//www.51job.com/nantong/\">南通</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanning/\">南宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanchong/\">南充</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanyang/\">南阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/neijiang/\">内江</a></span>\\r\\n        <span><a href=\"//www.51job.com/ningde/\">宁德</a></span>\\r\\n        <span><a href=\"//www.51job.com/pingdingshan/\">平顶山</a></span>\\r\\n        <span><a href=\"//www.51job.com/putian/\">莆田</a></span>\\r\\n        <span><a href=\"//www.51job.com/puyang/\">濮阳</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_qrs\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/qingdao/\">青岛</a></span>\\r\\n        <span><a href=\"//www.51job.com/quanzhou/\">泉州</a></span>\\r\\n      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<span><a href=\"//www.51job.com/shanwei/\">汕尾</a></span>\\r\\n        <span><a href=\"//www.51job.com/shangqiu/\">商丘</a></span>\\r\\n        <span><a href=\"//www.51job.com/shangrao/\">上饶</a></span>\\r\\n        <span><a href=\"//www.51job.com/shaoguan/\">韶关</a></span>\\r\\n        <span><a href=\"//www.51job.com/shaoyang/\">邵阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/shiyan/\">十堰</a></span>\\r\\n        <span><a href=\"//www.51job.com/suizhou/\">随州</a></span>\\r\\n        <span><a href=\"//www.51job.com/suining/\">遂宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/suqian/\">宿迁</a></span>\\r\\n        <span><a href=\"//www.51job.com/suzhoue/\">宿州</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_twx\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/tianjin/\">天津</a></span>\\r\\n        <span><a href=\"//www.51job.com/taiyuan/\">太原</a></span>\\r\\n        <span><a href=\"//www.51job.com/taizhoue/\">台州</a></span>\\r\\n        <span><a href=\"//www.51job.com/tangshan/\">唐山</a></span>\\r\\n        <span><a href=\"//www.51job.com/taizhou/\">泰州</a></span>\\r\\n        <span><a href=\"//www.51job.com/tieling/\">铁岭</a></span>\\r\\n        <span><a href=\"//www.51job.com/taian/\">泰安</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuhan/\">武汉</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuxi/\">无锡</a></span>\\r\\n        <span><a href=\"//www.51job.com/wenzhou/\">温州</a></span>\\r\\n        <span><a href=\"//www.51job.com/urumqi/\">乌鲁木齐</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuhu/\">芜湖</a></span>\\r\\n        <span><a href=\"//www.51job.com/weifang/\">潍坊</a></span>\\r\\n        <span><a href=\"//www.51job.com/weihai/\">威海</a></span>\\r\\n        <span><a href=\"//www.51job.com/weinan/\">渭南</a></span>\\r\\n        <span><a href=\"//www.51job.com/xian/\">西安</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiamen/\">厦门</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuzhou/\">徐州</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiangyang/\">襄阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiangtan/\">湘潭</a></span>\\r\\n        <span><a href=\"//www.51job.com/xianyang/\">咸阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xining/\">西宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/xianning/\">咸宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiaogan/\">孝感</a></span>\\r\\n        <span><a href=\"//www.51job.com/xinxiang/\">新乡</a></span>\\r\\n        <span><a href=\"//www.51job.com/xinyang/\">信阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xingtai/\">邢台</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuchang/\">许昌</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuancheng/\">宣城</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_yz\" style=\"display:none\">\\r\\n        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href=\"//www.51job.com/yuncheng/\">运城</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhangzhou/\">漳州</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhengzhou/\">郑州</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhongshan/\">中山</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhuhai/\">珠海</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhenjiang/\">镇江</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhuzhou/\">株洲</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhanjiang/\">湛江</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhaoqing/\">肇庆</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhangjiagang/\">张家港</a></span>\\r\\n        <span><a href=\"//www.51job.com/zibo/\">淄博</a></span>\\r\\n        <span><a href=\"//www.51job.com/zaozhuang/\">枣庄</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhangjiakou/\">张家口</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhoukou/\">周口</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhumadian/\">驻马店</a></span>\\r\\n        <span><a href=\"//www.51job.com/zunyi/\">遵义</a></span>\\r\\n    </div>\\r\\n            </div>\\n            <div class=\"clear\"></div>\\n        </div>\\n    </div>\\n</div>\\n\\n<div id=\"area_channel_layer_backdrop\" class=\"layer_back_drop_class\" style=\"z-index:999;position:absolute;z-index:999;left:0;top:0;display:none\"></div>\\n<script>\\n\\n    $(document).ready(function(){\\n        $(window).resize(function(){\\n            if(!$(\"#area_channel_layer\").is(\":hidden\"))\\n            {\\n                setLayerPosition();\\n            }\\n        });\\n    });\\n\\n    window.areaChannelChangeTab = function(sName, oEvent)\\n    {\\n        $(\"#area_channel_layer_all\").children().hide();\\n        $(\"#area_channel_layer_list\").children().removeClass(\"on\");\\n        $(oEvent).addClass(\"on\");\\n        $(\"#area_channel_layer_all\").children(\"div[name=\\'area_channel_div_\" + sName + 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target=\"_blank\" href=\"https://jobs.51job.com/suzhou/\">苏州人才网</a></li>                </ul>\\r\\n                            <ul><li style=\"font-size:14px;color:#666;\">地区人才网招聘</li>\\r\\n                    <li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/kunming/\">昆明人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/changsha/\">长沙人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/hefei/\">合肥人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/ningbo/\">宁波人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/zhengzhou/\">郑州人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/tianjin/\">天津人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/qingdao/\">青岛人才网</a></li>                </ul>\\r\\n                            \\t\\t\\t<ul><li style=\"font-size:14px;color:#666;\">简历模板</li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/\">个人简历模板</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/fengmian/\">简历封面</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/biaoge/\">简历表格</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/jianlifanwen/\">简历范文</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/jianliyangben/\">简历样本</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/gaoxiao/\">高校简历</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/zhuanye/\">专业简历</a></li>\\r\\n\\t\\t\\t</ul>\\r\\n    </div>\\r\\n</div>            </div>\\r\\n            <!--地区招聘 end-->\\r\\n            <div 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style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/fengmian/9801.html\" title=\"[简历封面下载]激情\">[简历封面下载]激...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/gaoxiao/\" title=\"高校简历模板\"><strong>高校简历模板</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/gaoxiao/211.html\" title=\"杭州师范大学高校简历模版\">杭州师范大学...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/zhuanye/\" title=\"专业简历模板\"><strong>专业简历模板</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/zhuanye/187.html\" title=\"经营管理专业\">经营管理专业</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/jianliyangben/\" title=\"简历样本\"><strong>简历样本</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/jianliyangben/104.html\" title=\"人力资源总监简历样本\">人力资源总监简历...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/jianlifanwen/\" title=\"简历范文\"><strong>简历范文</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/jianlifanwen/14356.html\" title=\"商务总监简历范文\">商务总监简历范文</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/zhuanye/\" title=\"专业简历模板\"><strong>专业简历模板</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/zhuanye/192.html\" title=\"广播电视新闻专业\">广播电视新闻...</a></li></ul></div><div><ul class=\"resumeGuide\"><li><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/\" title=\"个人简历表格\"><strong>个人简历表格</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/1271.html\" title=\"应届毕业生个人简历表格\">应届毕业生个...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/gaoxiao/\" title=\"高校简历模板\"><strong>高校简历模板</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/gaoxiao/128.html\" title=\"同济大学高校简历模版\">同济大学高校...</a></li></ul></div>        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adid=\\\\\"35287308\\\\\" onmousedown=\\\\\"return AdsClick(35287308)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\\\\\" title=\\\\\"广州大晟健康管理有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35244159\\\\\" onmousedown=\\\\\"return AdsClick(35244159)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\\\\\" title=\\\\\"纯雅（广州）香精有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35244187\\\\\" onmousedown=\\\\\"return AdsClick(35244187)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\\\\\" title=\\\\\"高化学（上海）国际贸易有限公司广州分公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35212289\\\\\" onmousedown=\\\\\"return AdsClick(35212289)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/index.htm\\\\\" title=\\\\\"广东定格文化传播有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img 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target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img04.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\r\\\\n                        &lt;\\\\/tr&gt;\\\\r\\\\n                    &lt;\\\\/table&gt;\\\\r\\\\n                                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      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.xpath('//script')[-4].html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
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       "   'providesalary_text': '1-1.5万\\\\/月',\n",
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       "   'tags': [],\n",
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       "   'company_name': '广州广电运通金融电子股份有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
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       "    '定期体检',\n",
       "    '补充医疗保险',\n",
       "    '年终奖金',\n",
       "    '出差补贴',\n",
       "    '免费餐厅',\n",
       "    '工会关爱',\n",
       "    '高温补贴'],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '多元化业务集团公司',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129244147',\n",
       "   'coid': '2827278',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129244147.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR门店店长\\\\/主管',\n",
       "   'job_title': 'VR门店店长\\\\/主管',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2827278.html',\n",
       "   'company_name': '广州谷得网络科技有限公司',\n",
       "   'providesalary_text': '5-8千\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 14:03:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴',\n",
       "   'jobwelf_list': ['餐饮补贴'],\n",
       "   'attribute_text': ['广州', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131661909',\n",
       "   'coid': '3639184',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131661909.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR视效设计师',\n",
       "   'job_title': 'VR视效设计师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3639184.html',\n",
       "   'company_name': '广州小鹏汽车科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 11:29:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包吃 带薪年假 节日福利 绩效奖金 五险一金',\n",
       "   'jobwelf_list': ['包吃', '带薪年假', '节日福利', '绩效奖金', '五险一金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '汽车',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128717438',\n",
       "   'coid': '5734188',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/128717438.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '贝壳\\\\/摄影师\\\\/VR',\n",
       "   'job_title': '贝壳\\\\/摄影师\\\\/VR',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5734188.html',\n",
       "   'company_name': '广州贝壳科技服务有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-21 21:32:34',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 绩效奖金 专业培训',\n",
       "   'jobwelf_list': ['弹性工作', '带薪年假', '绩效奖金', '专业培训'],\n",
       "   'attribute_text': ['广州', '无需经验', '本科', '招10人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '119998760',\n",
       "   'coid': '2761459',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/119998760.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR\\\\/AR销售经理（5-10K 无责+高提成）',\n",
       "   'job_title': 'VR\\\\/AR销售经理（5-10K 无责+高提成）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2761459.html',\n",
       "   'company_name': '广州华盟信息科技有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 20:30:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 绩效奖金 全勤奖 通讯补贴 交通补贴 节日福利 专业培训',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '带薪年假',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '通讯补贴',\n",
       "    '交通补贴',\n",
       "    '节日福利',\n",
       "    '专业培训'],\n",
       "   'attribute_text': ['广州', '1年经验', '大专', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120785801',\n",
       "   'coid': '5682457',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/120785801.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR摄影师房源拍摄',\n",
       "   'job_title': 'VR摄影师房源拍摄',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5682457.html',\n",
       "   'company_name': '深圳市乐有家控股集团有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 18:11:16',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 节日福利 带薪年假 专业培训 高温补贴 住房补贴 加班补贴 晋升快',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '带薪年假',\n",
       "    '专业培训',\n",
       "    '高温补贴',\n",
       "    '住房补贴',\n",
       "    '加班补贴',\n",
       "    '晋升快'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '招2人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130780439',\n",
       "   'coid': '2810171',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-sshq\\\\/130780439.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR算法工程师',\n",
       "   'job_title': 'VR算法工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2810171.html',\n",
       "   'company_name': '中国科学院云计算中心',\n",
       "   'providesalary_text': '40-50万\\\\/年',\n",
       "   'workarea': '030833',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '事业单位',\n",
       "   'degreefrom': '8',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 16:45:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 绩效奖金 餐饮补贴 高温补贴 员工旅游 年终奖金 住房补贴',\n",
       "   'jobwelf_list': ['带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '餐饮补贴',\n",
       "    '高温补贴',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '住房补贴'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '博士', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131950853',\n",
       "   'coid': '2412005',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131950853.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR高级销售顾问（Saas云客）',\n",
       "   'job_title': 'VR高级销售顾问（Saas云客）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2412005.html',\n",
       "   'company_name': '明源云',\n",
       "   'providesalary_text': '1.5-2千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 14:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 定期体检 员工旅游 补充医疗保险 交通补贴 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '员工旅游',\n",
       "    '补充医疗保险',\n",
       "    '交通补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126722704',\n",
       "   'coid': '5889806',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/126722704.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR眼镜包装',\n",
       "   'job_title': 'VR眼镜包装',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5889806.html',\n",
       "   'company_name': '广东杰宸企业',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '1',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-21 13:14:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包吃 包三餐 节日福利 全勤奖 绩效奖金 包住宿',\n",
       "   'jobwelf_list': ['包吃', '包三餐', '节日福利', '全勤奖', '绩效奖金', '包住宿'],\n",
       "   'attribute_text': ['广州-越秀区', '无需经验', '初中及以下', '招77人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '原材料和加工',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128786283',\n",
       "   'coid': '3699271',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128786283.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（VR项目）',\n",
       "   'job_title': '产品经理（VR项目）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3699271.html',\n",
       "   'company_name': '广州心娱网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 11:41:24',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 员工旅游 年终奖金 股票期权',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '餐饮补贴', '员工旅游', '年终奖金', '股票期权'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '104357364',\n",
       "   'coid': '2733998',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/104357364.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'U3D开发工程师（VR方向）',\n",
       "   'job_title': 'U3D开发工程师（VR方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2733998.html',\n",
       "   'company_name': '广州火点数字科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 10:59:17',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '节日福利 带薪年假 法定节假日 广州社保 补充医疗保险 项目提成 团建聚餐 零食任吃 周末双休 全勤奖',\n",
       "   'jobwelf_list': ['节日福利',\n",
       "    '带薪年假',\n",
       "    '法定节假日',\n",
       "    '广州社保',\n",
       "    '补充医疗保险',\n",
       "    '项目提成',\n",
       "    '团建聚餐',\n",
       "    '零食任吃',\n",
       "    '周末双休',\n",
       "    '全勤奖'],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130035088',\n",
       "   'coid': '1109749',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130035088.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR运营专员（粤享5G）',\n",
       "   'job_title': 'VR运营专员（粤享5G）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1109749.html',\n",
       "   'company_name': '彩讯科技股份有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 10:05:58',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '上市公司 自有大厦 大牛带队 周末双休 定期体检 通讯补贴',\n",
       "   'jobwelf_list': ['上市公司', '自有大厦', '大牛带队', '周末双休', '定期体检', '通讯补贴'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128824758',\n",
       "   'coid': '2589214',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/128824758.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR研发工程师',\n",
       "   'job_title': 'VR研发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2589214.html',\n",
       "   'company_name': '广州欧科信息技术股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 09:53:57',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125491145',\n",
       "   'coid': '3574191',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/125491145.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '3D设计师（AR\\\\/VR）沃视频',\n",
       "   'job_title': '3D设计师（AR\\\\/VR）沃视频',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3574191.html',\n",
       "   'company_name': '广东联通通信建设有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 09:33:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '114681029',\n",
       "   'coid': '3330697',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/114681029.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR体验馆店长',\n",
       "   'job_title': 'VR体验馆店长',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3330697.html',\n",
       "   'company_name': '广州市影擎电子科技有限公司',\n",
       "   'providesalary_text': '5-8千\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '',\n",
       "   'issuedate': '2021-05-21 09:25:21',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '社保五险 餐饮补贴 通讯补贴 包吃 绩效奖金 专业培训',\n",
       "   'jobwelf_list': ['社保五险', '餐饮补贴', '通讯补贴', '包吃', '绩效奖金', '专业培训'],\n",
       "   'attribute_text': ['广州-番禺区', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '娱乐\\\\/休闲\\\\/体育',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129516893',\n",
       "   'coid': '2591296',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/129516893.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '销售经理（VR设备）',\n",
       "   'job_title': '销售经理（VR设备）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2591296.html',\n",
       "   'company_name': '广州凯图电气股份有限公司',\n",
       "   'providesalary_text': '0.4-1.2万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 09:21:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 专业培训 出国机会 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '专业培训', '出国机会', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '1年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128363510',\n",
       "   'coid': '5001684',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128363510.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR摄影专员',\n",
       "   'job_title': 'VR摄影专员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5001684.html',\n",
       "   'company_name': '广州优居房地产经纪有限公司',\n",
       "   'providesalary_text': '4-6千\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 09:18:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '转正买社保 专业房产知识 高级写字楼 节假日礼品 员工生日会',\n",
       "   'jobwelf_list': ['转正买社保', '专业房产知识', '高级写字楼', '节假日礼品', '员工生日会'],\n",
       "   'attribute_text': ['广州-海珠区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130488568',\n",
       "   'coid': '6423352',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/130488568.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Unity3d开发工程师（VR方向）',\n",
       "   'job_title': 'Unity3d开发工程师（VR方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBWVQMF8-BTgFYwZgXTo.html',\n",
       "   'company_name': '广州市旗鱼软件科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 09:14:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131014287',\n",
       "   'coid': '4799210',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131014287.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '3D建模\\\\/VR设计师',\n",
       "   'job_title': '3D建模\\\\/VR设计师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4799210.html',\n",
       "   'company_name': '广州海运（集团）房地产开发有限公司',\n",
       "   'providesalary_text': '8-9千\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 09:02:35',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 包吃 绩效奖金 五险一金 带薪年假 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '包吃', '绩效奖金', '五险一金', '带薪年假', '节日福利'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129129834',\n",
       "   'coid': '6326831',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/129129834.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR\\\\/AR装机工',\n",
       "   'job_title': 'VR\\\\/AR装机工',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6326831.html',\n",
       "   'company_name': '广东全影汇信息科技有限公司',\n",
       "   'providesalary_text': '4-6千\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 08:45:38',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴 节日福利 包住宿 全勤奖 加班补贴 住房补贴 高温补贴 专业培训',\n",
       "   'jobwelf_list': ['餐饮补贴',\n",
       "    '节日福利',\n",
       "    '包住宿',\n",
       "    '全勤奖',\n",
       "    '加班补贴',\n",
       "    '住房补贴',\n",
       "    '高温补贴',\n",
       "    '专业培训'],\n",
       "   'attribute_text': ['广州-番禺区', '1年经验', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '文字媒体\\\\/出版',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130720312',\n",
       "   'coid': '4384355',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130720312.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '商务代表（VR硬件）',\n",
       "   'job_title': '商务代表（VR硬件）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4384355.html',\n",
       "   'company_name': '广州幻境科技有限公司',\n",
       "   'providesalary_text': '4-8千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 17:58:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124844795',\n",
       "   'coid': '2458557',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/124844795.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'U3D开发工程师（VR方向）',\n",
       "   'job_title': 'U3D开发工程师（VR方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2458557.html',\n",
       "   'company_name': '广州视景医疗软件有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 13:14:11',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 交通补贴 餐饮补贴 年终奖金 弹性工作 定期体检',\n",
       "   'jobwelf_list': ['员工旅游', '交通补贴', '餐饮补贴', '年终奖金', '弹性工作', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '100207915',\n",
       "   'coid': '3878589',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/100207915.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'AR\\\\/VR开发工程师',\n",
       "   'job_title': 'AR\\\\/VR开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3878589.html',\n",
       "   'company_name': '广州优比建筑咨询有限公司',\n",
       "   'providesalary_text': '0.7-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 11:55:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 员工旅游 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '员工旅游', '年终奖金'],\n",
       "   'attribute_text': ['广州-越秀区', '1年经验', '大专', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129283670',\n",
       "   'coid': '4345097',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129283670.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级UI设计师（VR)',\n",
       "   'job_title': '高级UI设计师（VR)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4345097.html',\n",
       "   'company_name': '广州市申迪计算机系统有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:27:15',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130675775',\n",
       "   'coid': '4586793',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130675775.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '外贸销售SALES（工厂+展厅全景3D VR视频）',\n",
       "   'job_title': '外贸销售SALES（工厂+展厅全景3D VR视频）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4586793.html',\n",
       "   'company_name': '广州艾宏家具有限公司',\n",
       "   'providesalary_text': '4.8-7.2千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-19 22:22:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 绩效奖金 全勤奖 国际站 外贸平台 电商运营 跨境电商 网站运营专员 中国制造 阿里巴巴',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '国际站',\n",
       "    '外贸平台',\n",
       "    '电商运营',\n",
       "    '跨境电商',\n",
       "    '网站运营专员',\n",
       "    '中国制造',\n",
       "    '阿里巴巴'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '大专', '招3人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125767458',\n",
       "   'coid': '5969199',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/125767458.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Unity VR游戏开发工程师',\n",
       "   'job_title': 'Unity VR游戏开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5969199.html',\n",
       "   'company_name': '广州市大咖动漫科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-19 18:00:15',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 餐饮补贴 加班补贴 项目绩效 工作绩效',\n",
       "   'jobwelf_list': ['带薪年假', '五险一金', '餐饮补贴', '加班补贴', '项目绩效', '工作绩效'],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130321695',\n",
       "   'coid': '4234884',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130321695.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR体验店店员',\n",
       "   'job_title': 'VR体验店店员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4234884.html',\n",
       "   'company_name': '广州乐客灵境科技有限公司',\n",
       "   'providesalary_text': '4-6千\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-19 09:26:32',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '月休4天 餐补 房补 全勤奖',\n",
       "   'jobwelf_list': ['月休4天', '餐补', '房补', '全勤奖'],\n",
       "   'attribute_text': ['广州-海珠区', '无需经验', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127760507',\n",
       "   'coid': '6244697',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/127760507.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'vr设计师',\n",
       "   'job_title': 'vr设计师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6244697.html',\n",
       "   'company_name': '广州市银禧智能家居有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-17 10:32:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-海珠区', '无需经验', '大专', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '110071031',\n",
       "   'coid': '2624340',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/110071031.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Unity开发工程师（VR\\\\/AR\\\\/MR等前端）',\n",
       "   'job_title': 'Unity开发工程师（VR\\\\/AR\\\\/MR等前端）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2624340.html',\n",
       "   'company_name': '广东南方电力科学研究院',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-14',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '非营利组织',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-14 13:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 周末双休 加班补助 节日福利 带薪假期 高温补贴 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '周末双休',\n",
       "    '加班补助',\n",
       "    '节日福利',\n",
       "    '带薪假期',\n",
       "    '高温补贴',\n",
       "    '绩效奖金'],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '电气\\\\/电力\\\\/水利',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127967168',\n",
       "   'coid': '2019711',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/127967168.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Unity3d\\\\/VR开发工程师',\n",
       "   'job_title': 'Unity3d\\\\/VR开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2019711.html',\n",
       "   'company_name': '广州航新航空科技股份有限公司',\n",
       "   'providesalary_text': '15-30万\\\\/年',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '04-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-04-20 10:32:07',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '免费班车 包吃 免费停车 专业培训',\n",
       "   'jobwelf_list': ['免费班车', '包吃', '免费停车', '专业培训'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '航天\\\\/航空',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129975798',\n",
       "   'coid': '6250971',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129975798.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'UE4 VR开发工程师',\n",
       "   'job_title': 'UE4 VR开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6250971.html',\n",
       "   'company_name': '广东惠众信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '04-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-04-19 04:00:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130502027',\n",
       "   'coid': '216571',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130502027.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'VR摄影师',\n",
       "   'job_title': 'VR摄影师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co216571.html',\n",
       "   'company_name': '广东合富房地产置业有限公司',\n",
       "   'providesalary_text': '0.6-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '04-03',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-04-03 10:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 带薪年假 定期体检 做五休二 绩效奖金 员工旅游',\n",
       "   'jobwelf_list': ['专业培训', '带薪年假', '定期体检', '做五休二', '绩效奖金', '员工旅游'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132052663',\n",
       "   'coid': '6557467',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132052663.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '空间（主案）设计师',\n",
       "   'job_title': '空间（主案）设计师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coB2cFZAdhAjsPbgRhVzU.html',\n",
       "   'company_name': '珥尚（广州）服饰有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '2',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-22 09:06:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 氛围非常好 无考勤约束',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '氛围非常好', '无考勤约束'],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '高中', '招5人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131774251',\n",
       "   'coid': '6272693',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-zcq\\\\/131774251.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '营销推广-底薪5000-贝壳平台',\n",
       "   'job_title': '营销推广-底薪5000-贝壳平台',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6272693.html',\n",
       "   'company_name': '广州市置家房地产代理有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030211',\n",
       "   'workarea_text': '广州-增城区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-22 14:02:12',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 绩效奖金 专业培训 交通补贴',\n",
       "   'jobwelf_list': ['弹性工作', '带薪年假', '绩效奖金', '专业培训', '交通补贴'],\n",
       "   'attribute_text': ['广州-增城区', '无需经验', '大专', '招3人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131711102',\n",
       "   'coid': '6454570',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-zcq\\\\/131711102.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '营销管培生\\\\/房产置业顾问\\\\/底薪5000',\n",
       "   'job_title': '营销管培生\\\\/房产置业顾问\\\\/底薪5000',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coAWEHZwBmDjQObgBkXDk.html',\n",
       "   'company_name': '广州市置家房地产代理有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030211',\n",
       "   'workarea_text': '广州-增城区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-22 09:08:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 专业培训 出国机会 弹性工作 节日福利 年终奖金 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '专业培训',\n",
       "    '出国机会',\n",
       "    '弹性工作',\n",
       "    '节日福利',\n",
       "    '年终奖金',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['广州-增城区', '无需经验', '招10人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132128360',\n",
       "   'coid': '6552091',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132128360.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '美工',\n",
       "   'job_title': '美工',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coAWEFZFYwAj4BZABqAGQ.html',\n",
       "   'company_name': '广州思乐智汇科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132004919',\n",
       "   'coid': '2418355',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132004919.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深空间设计师',\n",
       "   'job_title': '资深空间设计师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2418355.html',\n",
       "   'company_name': '广州简米品牌策划有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '专业培训', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '广告',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130219896',\n",
       "   'coid': '2284686',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130219896.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '助理设计师',\n",
       "   'job_title': '助理设计师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2284686.html',\n",
       "   'company_name': '（香港）易谷国际设计顾问有限公司',\n",
       "   'providesalary_text': '0.4-1万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '交通补贴 专业培训 社会保险',\n",
       "   'jobwelf_list': ['交通补贴', '专业培训', '社会保险'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '中专', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '家居\\\\/室内设计\\\\/装潢',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132091703',\n",
       "   'coid': '6529410',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-nhq\\\\/132091703.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '上班可带耳机+28\\\\/小时',\n",
       "   'job_title': '上班可带耳机+28\\\\/小时',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coUTFdPABhBzAGZwBiBmM.html',\n",
       "   'company_name': '广州市团海人力资源有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030603',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '普工 操作工 小时工 正式工 组装工 包装工 临时工 包吃住 房补餐补 安装工',\n",
       "   'jobwelf_list': ['普工',\n",
       "    '操作工',\n",
       "    '小时工',\n",
       "    '正式工',\n",
       "    '组装工',\n",
       "    '包装工',\n",
       "    '临时工',\n",
       "    '包吃住',\n",
       "    '房补餐补',\n",
       "    '安装工'],\n",
       "   'attribute_text': ['异地招聘', '无需经验', '招199人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132067534',\n",
       "   'coid': '2429505',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/132067534.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '效果图设计助理',\n",
       "   'job_title': '效果图设计助理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2429505.html',\n",
       "   'company_name': '广州市雅思室内设计工程有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030202',\n",
       "   'workarea_text': '广州-荔湾区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 员工旅游 交通补贴 餐饮补贴 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '免费班车', '员工旅游', '交通补贴', '餐饮补贴', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['广州-荔湾区', '1年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '家居\\\\/室内设计\\\\/装潢',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132062923',\n",
       "   'coid': '3737104',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132062923.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '效果图绘图员（工装）',\n",
       "   'job_title': '效果图绘图员（工装）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3737104.html',\n",
       "   'company_name': '香港老友汇（IW&amp;BW)有限公司',\n",
       "   'providesalary_text': '0.9-1.2万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 生日福利',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '年终奖金', '生日福利'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '家居\\\\/室内设计\\\\/装潢',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131873877',\n",
       "   'coid': '4297119',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131873877.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深3D设计师',\n",
       "   'job_title': '资深3D设计师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4297119.html',\n",
       "   'company_name': '广州市太笈广告有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 年终奖金 定期体检 员工旅游 周末双休 带薪年假 节日福利',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '员工旅游',\n",
       "    '周末双休',\n",
       "    '带薪年假',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '影视\\\\/媒体\\\\/艺术\\\\/文化传播',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130878408',\n",
       "   'coid': '5588844',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130878408.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '代理包租公（可小白+有宿舍）',\n",
       "   'job_title': '代理包租公（可小白+有宿舍）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5588844.html',\n",
       "   'company_name': '广东中原地产代理有限公司中怡城市花园分公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 五险一金 包住宿 绩效奖金 节日福利 专业培训 晋升广阔 落户广州 氛围好',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '包住宿',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '晋升广阔',\n",
       "    '落户广州',\n",
       "    '氛围好'],\n",
       "   'attribute_text': ['广州-天河区', '无需经验', '中专', '招6人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '114444973',\n",
       "   'coid': '5458721',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/114444973.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '区域销售代表',\n",
       "   'job_title': '区域销售代表',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5458721.html',\n",
       "   'company_name': '广州中科汇智数字科技有限公司',\n",
       "   'providesalary_text': '0.6-2万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 股票期权 补充医疗保险 员工旅游',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '股票期权',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['广州-白云区', '2年经验', '中专', '招15人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129940196',\n",
       "   'coid': '4421427',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/129940196.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '解决方案工程师',\n",
       "   'job_title': '解决方案工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4421427.html',\n",
       "   'company_name': '广州市捍御者信息科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-22 04:00:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '节日福利 出差补贴 餐费补贴 定期体检 五险一金',\n",
       "   'jobwelf_list': ['节日福利', '出差补贴', '餐费补贴', '定期体检', '五险一金'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131435636',\n",
       "   'coid': '4374647',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131435636.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Unity3d开发工程师',\n",
       "   'job_title': 'Unity3d开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4374647.html',\n",
       "   'company_name': '广州梦巴信息科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-22 02:04:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险',\n",
       "   'jobwelf_list': ['五险'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128000968',\n",
       "   'coid': '1991749',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/128000968.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '创新事业群UC事业部-前端开发专家-移动端',\n",
       "   'job_title': '创新事业群UC事业部-前端开发专家-移动端',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1991749.html',\n",
       "   'company_name': '阿里巴巴集团',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 07:04:54',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126934092',\n",
       "   'coid': '255908',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/126934092.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '室内设计师3050',\n",
       "   'job_title': '室内设计师3050',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co255908.html',\n",
       "   'company_name': '美心食品（广州）有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-21 09:14:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 绩效奖金 全勤奖 节日福利 专业培训',\n",
       "   'jobwelf_list': ['带薪年假', '五险一金', '绩效奖金', '全勤奖', '节日福利', '专业培训'],\n",
       "   'attribute_text': ['广州-越秀区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '餐饮业',\n",
       "   'adid': ''}],\n",
       " 'jobid_count': '1375',\n",
       " 'banner_ads': '&lt;div class=\"mainleft s_search search_btm0\" id=\"banner_ads\"&gt;\\r\\n                                        &lt;table border=0 cellspacing=0 cellpadding=4&gt;&lt;tr&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35252748\" onmousedown=\"return AdsClick(35252748)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\" title=\"捷普电子（广州）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35287308\" onmousedown=\"return AdsClick(35287308)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\" title=\"广州大晟健康管理有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244159\" onmousedown=\"return AdsClick(35244159)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\" title=\"纯雅（广州）香精有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244187\" onmousedown=\"return AdsClick(35244187)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\" title=\"高化学（上海）国际贸易有限公司广州分公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212289\" onmousedown=\"return AdsClick(35212289)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/index.htm\" title=\"广东定格文化传播有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/39.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212295\" onmousedown=\"return AdsClick(35212295)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/index.htm\" title=\"广州市图美广告材料有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/41.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n&lt;\\\\/tr&gt;\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\r\\n                        &lt;tr&gt;\\r\\n                            &lt;td&gt;&lt;a href=\"https:\\\\/\\\\/edu.51job.com\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img04.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\r\\n                        &lt;\\\\/tr&gt;\\r\\n                    &lt;\\\\/table&gt;\\r\\n                                &lt;\\\\/div&gt;',\n",
       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '热门推荐',\n",
       "  'data_type': '2',\n",
       "  'keyword': 'vr',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E5%2589%258D%25E7%25A8%258B%25E6%2597%25A0%25E5%25BF%25A7%2B-%25E4%25BB%25A3%25E6%258B%259B%25E8%2581%2598%2B-51Job%25E6%258B%259B%25E8%2581%2598%25E4%25BC%259A,1,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '前程无忧招聘',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E9%2594%2580%25E5%2594%25AE,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '销售',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,java,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'java',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BA%25BA%25E4%25BA%258B,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '人事',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BC%259A%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '会计',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,UI,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'UI',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E5%25B9%25B3%25E9%259D%25A2%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '平面设计',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E8%25A1%258C%25E6%2594%25BF,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '行政',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'web前端',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E6%2588%25BF%25E5%259C%25B0%25E4%25BA%25A7,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '房地产',\n",
       "    'click': ''}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030200',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '99',\n",
       "  'companysize': '99',\n",
       "  'cotype': '99',\n",
       "  'workyear': '99',\n",
       "  'industrytype': '00',\n",
       "  'funtype': '0000',\n",
       "  'jobterm': '99',\n",
       "  'keyword': 'vr',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': 'vr(全文)+广州',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '28',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广州,vr招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广州,vr招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#拆分链接\n",
    "_SEARCH_RESULT__=r.html.xpath('//script')[-4].html.split('_SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "results = eval(_SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>jt</th>\n",
       "      <th>tags</th>\n",
       "      <th>ad_track</th>\n",
       "      <th>jobid</th>\n",
       "      <th>coid</th>\n",
       "      <th>effect</th>\n",
       "      <th>is_special_job</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>...</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>isFromXyz</th>\n",
       "      <th>isIntern</th>\n",
       "      <th>jobwelf</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companysize_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>adid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130380497</td>\n",
       "      <td>4049826</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13038...</td>\n",
       "      <td>Unity3d\\/VR\\/AR开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充公积金 专业培训 年终奖金</td>\n",
       "      <td>[五险一金, 补充公积金, 专业培训, 年终奖金]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 大专, 招4人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>128100780</td>\n",
       "      <td>2892745</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12810...</td>\n",
       "      <td>阿里国际站运营专员（双休+VR游戏机）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 餐饮补贴 年终奖金 员工旅游 专业培训</td>\n",
       "      <td>[五险一金, 餐饮补贴, 年终奖金, 员工旅游, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131622268</td>\n",
       "      <td>2867031</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131622268...</td>\n",
       "      <td>AR\\VR高级开发工程师-金融AI实验室</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 08:58:48</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 免费班车 绩效奖金 定期体检 补充医疗保险 年终奖金 出差补贴 免费餐厅 工会关爱...</td>\n",
       "      <td>[五险一金, 免费班车, 绩效奖金, 定期体检, 补充医疗保险, 年终奖金, 出差补贴, 免...</td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>多元化业务集团公司</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129244147</td>\n",
       "      <td>2827278</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129244147...</td>\n",
       "      <td>VR门店店长\\/主管</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 14:03:45</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>餐饮补贴</td>\n",
       "      <td>[餐饮补贴]</td>\n",
       "      <td>[广州, 2年经验, 大专, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131661909</td>\n",
       "      <td>3639184</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13166...</td>\n",
       "      <td>VR视效设计师</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 11:29:04</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>包吃 带薪年假 节日福利 绩效奖金 五险一金</td>\n",
       "      <td>[包吃, 带薪年假, 节日福利, 绩效奖金, 五险一金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>汽车</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>128717438</td>\n",
       "      <td>5734188</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128717438...</td>\n",
       "      <td>贝壳\\/摄影师\\/VR</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-21 21:32:34</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>弹性工作 带薪年假 绩效奖金 专业培训</td>\n",
       "      <td>[弹性工作, 带薪年假, 绩效奖金, 专业培训]</td>\n",
       "      <td>[广州, 无需经验, 本科, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>119998760</td>\n",
       "      <td>2761459</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/119998760...</td>\n",
       "      <td>VR\\/AR销售经理（5-10K 无责+高提成）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 20:30:05</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 带薪年假 绩效奖金 全勤奖 通讯补贴 交通补贴 节日福利 专业培训</td>\n",
       "      <td>[周末双休, 带薪年假, 绩效奖金, 全勤奖, 通讯补贴, 交通补贴, 节日福利, 专业培训]</td>\n",
       "      <td>[广州, 1年经验, 大专, 招3人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>120785801</td>\n",
       "      <td>5682457</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12078...</td>\n",
       "      <td>VR摄影师房源拍摄</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 18:11:16</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 节日福利 带薪年假 专业培训 高温补贴 住房补贴 加班补贴 晋升快</td>\n",
       "      <td>[五险一金, 绩效奖金, 节日福利, 带薪年假, 专业培训, 高温补贴, 住房补贴, 加班补...</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130780439</td>\n",
       "      <td>2810171</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13078...</td>\n",
       "      <td>VR算法工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 16:45:23</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>带薪年假 五险一金 绩效奖金 餐饮补贴 高温补贴 员工旅游 年终奖金 住房补贴</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 员工旅游, 年终奖金, 住房补贴]</td>\n",
       "      <td>[异地招聘, 2年经验, 博士, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131950853</td>\n",
       "      <td>2412005</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13195...</td>\n",
       "      <td>VR高级销售顾问（Saas云客）</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 14:00:01</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 专业培训 定期体检 员工旅游 补充医疗保险 交通补贴 绩效奖金 年终奖金</td>\n",
       "      <td>[五险一金, 专业培训, 定期体检, 员工旅游, 补充医疗保险, 交通补贴, 绩效奖金, 年...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>126722704</td>\n",
       "      <td>5889806</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12672...</td>\n",
       "      <td>VR眼镜包装</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-21 13:14:06</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>包吃 包三餐 节日福利 全勤奖 绩效奖金 包住宿</td>\n",
       "      <td>[包吃, 包三餐, 节日福利, 全勤奖, 绩效奖金, 包住宿]</td>\n",
       "      <td>[广州-越秀区, 无需经验, 初中及以下, 招77人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>原材料和加工</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>128786283</td>\n",
       "      <td>3699271</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12878...</td>\n",
       "      <td>产品经理（VR项目）</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 11:41:24</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 员工旅游 年终奖金 股票期权</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 员工旅游, 年终奖金, 股票期权]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>104357364</td>\n",
       "      <td>2733998</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10435...</td>\n",
       "      <td>U3D开发工程师（VR方向）</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 10:59:17</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>节日福利 带薪年假 法定节假日 广州社保 补充医疗保险 项目提成 团建聚餐 零食任吃 周末双...</td>\n",
       "      <td>[节日福利, 带薪年假, 法定节假日, 广州社保, 补充医疗保险, 项目提成, 团建聚餐, ...</td>\n",
       "      <td>[广州-番禺区, 2年经验, 大专, 招2人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130035088</td>\n",
       "      <td>1109749</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13003...</td>\n",
       "      <td>VR运营专员（粤享5G）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 10:05:58</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>上市公司 自有大厦 大牛带队 周末双休 定期体检 通讯补贴</td>\n",
       "      <td>[上市公司, 自有大厦, 大牛带队, 周末双休, 定期体检, 通讯补贴]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>128824758</td>\n",
       "      <td>2589214</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12882...</td>\n",
       "      <td>VR研发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:53:57</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>125491145</td>\n",
       "      <td>3574191</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12549...</td>\n",
       "      <td>3D设计师（AR\\/VR）沃视频</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:33:22</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>通信\\/电信\\/网络设备</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>114681029</td>\n",
       "      <td>3330697</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11468...</td>\n",
       "      <td>VR体验馆店长</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>2021-05-21 09:25:21</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>社保五险 餐饮补贴 通讯补贴 包吃 绩效奖金 专业培训</td>\n",
       "      <td>[社保五险, 餐饮补贴, 通讯补贴, 包吃, 绩效奖金, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 招3人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>娱乐\\/休闲\\/体育</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129516893</td>\n",
       "      <td>2591296</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12951...</td>\n",
       "      <td>销售经理（VR设备）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:21:06</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 员工旅游 餐饮补贴 专业培训 出国机会 绩效奖金 年终奖金</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 专业培训, 出国机会, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 大专, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>128363510</td>\n",
       "      <td>5001684</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12836...</td>\n",
       "      <td>VR摄影专员</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:18:03</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>转正买社保 专业房产知识 高级写字楼 节假日礼品 员工生日会</td>\n",
       "      <td>[转正买社保, 专业房产知识, 高级写字楼, 节假日礼品, 员工生日会]</td>\n",
       "      <td>[广州-海珠区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130488568</td>\n",
       "      <td>6423352</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13048...</td>\n",
       "      <td>Unity3d开发工程师（VR方向）</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 09:14:42</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131014287</td>\n",
       "      <td>4799210</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13101...</td>\n",
       "      <td>3D建模\\/VR设计师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 09:02:35</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 包吃 绩效奖金 五险一金 带薪年假 节日福利</td>\n",
       "      <td>[周末双休, 包吃, 绩效奖金, 五险一金, 带薪年假, 节日福利]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129129834</td>\n",
       "      <td>6326831</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12912...</td>\n",
       "      <td>VR\\/AR装机工</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 08:45:38</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>餐饮补贴 节日福利 包住宿 全勤奖 加班补贴 住房补贴 高温补贴 专业培训</td>\n",
       "      <td>[餐饮补贴, 节日福利, 包住宿, 全勤奖, 加班补贴, 住房补贴, 高温补贴, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 招2人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>文字媒体\\/出版</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130720312</td>\n",
       "      <td>4384355</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13072...</td>\n",
       "      <td>商务代表（VR硬件）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 17:58:01</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 周末双休 绩效奖金</td>\n",
       "      <td>[五险一金, 周末双休, 绩效奖金]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>124844795</td>\n",
       "      <td>2458557</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12484...</td>\n",
       "      <td>U3D开发工程师（VR方向）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 13:14:11</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>员工旅游 交通补贴 餐饮补贴 年终奖金 弹性工作 定期体检</td>\n",
       "      <td>[员工旅游, 交通补贴, 餐饮补贴, 年终奖金, 弹性工作, 定期体检]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>100207915</td>\n",
       "      <td>3878589</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/10020...</td>\n",
       "      <td>AR\\/VR开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 11:55:04</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 定期体检 员工旅游 年终奖金</td>\n",
       "      <td>[五险一金, 定期体检, 员工旅游, 年终奖金]</td>\n",
       "      <td>[广州-越秀区, 1年经验, 大专, 招3人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129283670</td>\n",
       "      <td>4345097</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12928...</td>\n",
       "      <td>高级UI设计师（VR)</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:27:15</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 定期体检</td>\n",
       "      <td>[五险一金, 补充医疗保险, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 定...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130675775</td>\n",
       "      <td>4586793</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13067...</td>\n",
       "      <td>外贸销售SALES（工厂+展厅全景3D VR视频）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-19 22:22:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 绩效奖金 全勤奖 国际站 外贸平台 电商运营 跨境电商 网站运营专员 中国制造 阿里巴巴</td>\n",
       "      <td>[周末双休, 绩效奖金, 全勤奖, 国际站, 外贸平台, 电商运营, 跨境电商, 网站运营专...</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招3人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>125767458</td>\n",
       "      <td>5969199</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12576...</td>\n",
       "      <td>Unity VR游戏开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-19 18:00:15</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>带薪年假 五险一金 餐饮补贴 加班补贴 项目绩效 工作绩效</td>\n",
       "      <td>[带薪年假, 五险一金, 餐饮补贴, 加班补贴, 项目绩效, 工作绩效]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招2人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130321695</td>\n",
       "      <td>4234884</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13032...</td>\n",
       "      <td>VR体验店店员</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-19 09:26:32</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>月休4天 餐补 房补 全勤奖</td>\n",
       "      <td>[月休4天, 餐补, 房补, 全勤奖]</td>\n",
       "      <td>[广州-海珠区, 无需经验, 招若干人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>127760507</td>\n",
       "      <td>6244697</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12776...</td>\n",
       "      <td>vr设计师</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-17 10:32:00</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-海珠区, 无需经验, 大专, 招若干人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>110071031</td>\n",
       "      <td>2624340</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/110071031...</td>\n",
       "      <td>Unity开发工程师（VR\\/AR\\/MR等前端）</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-14 13:00:01</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 周末双休 加班补助 节日福利 带薪假期 高温补贴 绩效奖金</td>\n",
       "      <td>[五险一金, 补充医疗保险, 周末双休, 加班补助, 节日福利, 带薪假期, 高温补贴, 绩...</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>电气\\/电力\\/水利</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>127967168</td>\n",
       "      <td>2019711</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12796...</td>\n",
       "      <td>Unity3d\\/VR开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-04-20 10:32:07</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>免费班车 包吃 免费停车 专业培训</td>\n",
       "      <td>[免费班车, 包吃, 免费停车, 专业培训]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>航天\\/航空</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129975798</td>\n",
       "      <td>6250971</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12997...</td>\n",
       "      <td>UE4 VR开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-04-19 04:00:42</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130502027</td>\n",
       "      <td>216571</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13050...</td>\n",
       "      <td>VR摄影师</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-04-03 10:00:01</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>专业培训 带薪年假 定期体检 做五休二 绩效奖金 员工旅游</td>\n",
       "      <td>[专业培训, 带薪年假, 定期体检, 做五休二, 绩效奖金, 员工旅游]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招若干人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132052663</td>\n",
       "      <td>6557467</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13205...</td>\n",
       "      <td>空间（主案）设计师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 09:06:30</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 弹性工作 氛围非常好 无考勤约束</td>\n",
       "      <td>[五险一金, 弹性工作, 氛围非常好, 无考勤约束]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 高中, 招5人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>服装\\/纺织\\/皮革</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131774251</td>\n",
       "      <td>6272693</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13177...</td>\n",
       "      <td>营销推广-底薪5000-贝壳平台</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 14:02:12</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>弹性工作 带薪年假 绩效奖金 专业培训 交通补贴</td>\n",
       "      <td>[弹性工作, 带薪年假, 绩效奖金, 专业培训, 交通补贴]</td>\n",
       "      <td>[广州-增城区, 无需经验, 大专, 招3人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131711102</td>\n",
       "      <td>6454570</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13171...</td>\n",
       "      <td>营销管培生\\/房产置业顾问\\/底薪5000</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 09:08:03</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 员工旅游 专业培训 出国机会 弹性工作 节日福利 年终奖金 通讯补贴</td>\n",
       "      <td>[五险一金, 员工旅游, 专业培训, 出国机会, 弹性工作, 节日福利, 年终奖金, 通讯补贴]</td>\n",
       "      <td>[广州-增城区, 无需经验, 招10人]</td>\n",
       "      <td></td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132128360</td>\n",
       "      <td>6552091</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13212...</td>\n",
       "      <td>美工</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132004919</td>\n",
       "      <td>2418355</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13200...</td>\n",
       "      <td>资深空间设计师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 专业培训, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招2人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>广告</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130219896</td>\n",
       "      <td>2284686</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13021...</td>\n",
       "      <td>助理设计师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>交通补贴 专业培训 社会保险</td>\n",
       "      <td>[交通补贴, 专业培训, 社会保险]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 中专, 招若干人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>家居\\/室内设计\\/装潢</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132091703</td>\n",
       "      <td>6529410</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-nhq\\/13209170...</td>\n",
       "      <td>上班可带耳机+28\\/小时</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>普工 操作工 小时工 正式工 组装工 包装工 临时工 包吃住 房补餐补 安装工</td>\n",
       "      <td>[普工, 操作工, 小时工, 正式工, 组装工, 包装工, 临时工, 包吃住, 房补餐补, ...</td>\n",
       "      <td>[异地招聘, 无需经验, 招199人]</td>\n",
       "      <td></td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132067534</td>\n",
       "      <td>2429505</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13206...</td>\n",
       "      <td>效果图设计助理</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 免费班车 员工旅游 交通补贴 餐饮补贴 绩效奖金 年终奖金</td>\n",
       "      <td>[五险一金, 免费班车, 员工旅游, 交通补贴, 餐饮补贴, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-荔湾区, 1年经验, 大专, 招若干人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>家居\\/室内设计\\/装潢</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132062923</td>\n",
       "      <td>3737104</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13206...</td>\n",
       "      <td>效果图绘图员（工装）</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 员工旅游 绩效奖金 年终奖金 生日福利</td>\n",
       "      <td>[五险一金, 员工旅游, 绩效奖金, 年终奖金, 生日福利]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>家居\\/室内设计\\/装潢</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131873877</td>\n",
       "      <td>4297119</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13187...</td>\n",
       "      <td>资深3D设计师</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 定期体检 员工旅游 周末双休 带薪年假 节日福利</td>\n",
       "      <td>[五险一金, 补充医疗保险, 年终奖金, 定期体检, 员工旅游, 周末双休, 带薪年假, 节...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>影视\\/媒体\\/艺术\\/文化传播</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130878408</td>\n",
       "      <td>5588844</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13087...</td>\n",
       "      <td>代理包租公（可小白+有宿舍）</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>弹性工作 带薪年假 五险一金 包住宿 绩效奖金 节日福利 专业培训 晋升广阔 落户广州 氛围好</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 包住宿, 绩效奖金, 节日福利, 专业培训, 晋升广阔...</td>\n",
       "      <td>[广州-天河区, 无需经验, 中专, 招6人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>114444973</td>\n",
       "      <td>5458721</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/11444...</td>\n",
       "      <td>区域销售代表</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 股票期权 补充医疗保险...</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 股票期...</td>\n",
       "      <td>[广州-白云区, 2年经验, 中专, 招15人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129940196</td>\n",
       "      <td>4421427</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12994...</td>\n",
       "      <td>解决方案工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:00</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>节日福利 出差补贴 餐费补贴 定期体检 五险一金</td>\n",
       "      <td>[节日福利, 出差补贴, 餐费补贴, 定期体检, 五险一金]</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 本科, 招1人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131435636</td>\n",
       "      <td>4374647</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13143...</td>\n",
       "      <td>Unity3d开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 02:04:06</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险</td>\n",
       "      <td>[五险]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 大专, 招若干人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>128000968</td>\n",
       "      <td>1991749</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128000968...</td>\n",
       "      <td>创新事业群UC事业部-前端开发专家-移动端</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 07:04:54</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>126934092</td>\n",
       "      <td>255908</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12693...</td>\n",
       "      <td>室内设计师3050</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-21 09:14:04</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>带薪年假 五险一金 绩效奖金 全勤奖 节日福利 专业培训</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 专业培训]</td>\n",
       "      <td>[广州-越秀区, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>餐饮业</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    type jt tags ad_track      jobid     coid effect  \\\n",
       "0   engine_search_result  0   []           130380497  4049826      1   \n",
       "1   engine_search_result  0   []           128100780  2892745      1   \n",
       "2   engine_search_result  0   []           131622268  2867031      1   \n",
       "3   engine_search_result  0   []           129244147  2827278      1   \n",
       "4   engine_search_result  0   []           131661909  3639184      1   \n",
       "5   engine_search_result  0   []           128717438  5734188      1   \n",
       "6   engine_search_result  0   []           119998760  2761459      1   \n",
       "7   engine_search_result  0   []           120785801  5682457      1   \n",
       "8   engine_search_result  0   []           130780439  2810171      1   \n",
       "9   engine_search_result  0   []           131950853  2412005      1   \n",
       "10  engine_search_result  0   []           126722704  5889806      1   \n",
       "11  engine_search_result  0   []           128786283  3699271      1   \n",
       "12  engine_search_result  0   []           104357364  2733998      1   \n",
       "13  engine_search_result  0   []           130035088  1109749      1   \n",
       "14  engine_search_result  0   []           128824758  2589214      1   \n",
       "15  engine_search_result  0   []           125491145  3574191      1   \n",
       "16  engine_search_result  0   []           114681029  3330697      1   \n",
       "17  engine_search_result  0   []           129516893  2591296      1   \n",
       "18  engine_search_result  0   []           128363510  5001684      1   \n",
       "19  engine_search_result  0   []           130488568  6423352      1   \n",
       "20  engine_search_result  0   []           131014287  4799210      1   \n",
       "21  engine_search_result  0   []           129129834  6326831      1   \n",
       "22  engine_search_result  0   []           130720312  4384355      1   \n",
       "23  engine_search_result  0   []           124844795  2458557      1   \n",
       "24  engine_search_result  0   []           100207915  3878589      1   \n",
       "25  engine_search_result  0   []           129283670  4345097      1   \n",
       "26  engine_search_result  0   []           130675775  4586793      1   \n",
       "27  engine_search_result  0   []           125767458  5969199      1   \n",
       "28  engine_search_result  0   []           130321695  4234884      1   \n",
       "29  engine_search_result  0   []           127760507  6244697      1   \n",
       "30  engine_search_result  0   []           110071031  2624340      1   \n",
       "31  engine_search_result  0   []           127967168  2019711      1   \n",
       "32  engine_search_result  0   []           129975798  6250971      1   \n",
       "33  engine_search_result  0   []           130502027   216571      1   \n",
       "34  engine_search_result  0   []           132052663  6557467      1   \n",
       "35  engine_search_result  0   []           131774251  6272693      1   \n",
       "36  engine_search_result  0   []           131711102  6454570      1   \n",
       "37  engine_search_result  0   []           132128360  6552091      1   \n",
       "38  engine_search_result  0   []           132004919  2418355      1   \n",
       "39  engine_search_result  0   []           130219896  2284686      1   \n",
       "40  engine_search_result  0   []           132091703  6529410      1   \n",
       "41  engine_search_result  0   []           132067534  2429505      1   \n",
       "42  engine_search_result  0   []           132062923  3737104      1   \n",
       "43  engine_search_result  0   []           131873877  4297119      1   \n",
       "44  engine_search_result  0   []           130878408  5588844      1   \n",
       "45  engine_search_result  0   []           114444973  5458721      1   \n",
       "46  engine_search_result  0   []           129940196  4421427      1   \n",
       "47  engine_search_result  0   []           131435636  4374647      1   \n",
       "48  engine_search_result  0   []           128000968  1991749      1   \n",
       "49  engine_search_result  0   []           126934092   255908      1   \n",
       "\n",
       "   is_special_job                                           job_href  \\\n",
       "0                  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13038...   \n",
       "1                  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12810...   \n",
       "2                  https:\\/\\/jobs.51job.com\\/guangzhou\\/131622268...   \n",
       "3                  https:\\/\\/jobs.51job.com\\/guangzhou\\/129244147...   \n",
       "4                  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13166...   \n",
       "5                  https:\\/\\/jobs.51job.com\\/guangzhou\\/128717438...   \n",
       "6                  https:\\/\\/jobs.51job.com\\/guangzhou\\/119998760...   \n",
       "7                  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12078...   \n",
       "8                  https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13078...   \n",
       "9                  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13195...   \n",
       "10                 https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12672...   \n",
       "11                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12878...   \n",
       "12                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10435...   \n",
       "13                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13003...   \n",
       "14                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12882...   \n",
       "15                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12549...   \n",
       "16                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11468...   \n",
       "17                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12951...   \n",
       "18                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12836...   \n",
       "19                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13048...   \n",
       "20                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13101...   \n",
       "21                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12912...   \n",
       "22                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13072...   \n",
       "23                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12484...   \n",
       "24                 https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/10020...   \n",
       "25                 https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12928...   \n",
       "26                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13067...   \n",
       "27                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12576...   \n",
       "28                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13032...   \n",
       "29                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12776...   \n",
       "30                 https:\\/\\/jobs.51job.com\\/guangzhou\\/110071031...   \n",
       "31                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12796...   \n",
       "32                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12997...   \n",
       "33                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13050...   \n",
       "34                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13205...   \n",
       "35                 https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13177...   \n",
       "36                 https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13171...   \n",
       "37                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13212...   \n",
       "38                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13200...   \n",
       "39                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13021...   \n",
       "40                 https:\\/\\/jobs.51job.com\\/foshan-nhq\\/13209170...   \n",
       "41                 https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13206...   \n",
       "42                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13206...   \n",
       "43                 https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13187...   \n",
       "44                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13087...   \n",
       "45                 https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/11444...   \n",
       "46                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12994...   \n",
       "47                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13143...   \n",
       "48                 https:\\/\\/jobs.51job.com\\/guangzhou\\/128000968...   \n",
       "49                 https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12693...   \n",
       "\n",
       "                     job_name  ... workyear            issuedate isFromXyz  \\\n",
       "0        Unity3d\\/VR\\/AR开发工程师  ...        4  2021-05-22 04:00:53             \n",
       "1         阿里国际站运营专员（双休+VR游戏机）  ...        3  2021-05-22 04:00:53             \n",
       "2        AR\\VR高级开发工程师-金融AI实验室  ...        4  2021-05-21 08:58:48             \n",
       "3                  VR门店店长\\/主管  ...        4  2021-05-20 14:03:45             \n",
       "4                     VR视效设计师  ...        5  2021-05-22 11:29:04             \n",
       "5                 贝壳\\/摄影师\\/VR  ...       10  2021-05-21 21:32:34             \n",
       "6    VR\\/AR销售经理（5-10K 无责+高提成）  ...        3  2021-05-21 20:30:05             \n",
       "7                   VR摄影师房源拍摄  ...        4  2021-05-21 18:11:16             \n",
       "8                     VR算法工程师  ...        4  2021-05-21 16:45:23             \n",
       "9            VR高级销售顾问（Saas云客）  ...        5  2021-05-21 14:00:01             \n",
       "10                     VR眼镜包装  ...       10  2021-05-21 13:14:06             \n",
       "11                 产品经理（VR项目）  ...        5  2021-05-21 11:41:24             \n",
       "12             U3D开发工程师（VR方向）  ...        4  2021-05-21 10:59:17             \n",
       "13               VR运营专员（粤享5G）  ...        3  2021-05-21 10:05:58             \n",
       "14                    VR研发工程师  ...        3  2021-05-21 09:53:57             \n",
       "15           3D设计师（AR\\/VR）沃视频  ...        3  2021-05-21 09:33:22             \n",
       "16                    VR体验馆店长  ...           2021-05-21 09:25:21             \n",
       "17                 销售经理（VR设备）  ...        3  2021-05-21 09:21:06             \n",
       "18                     VR摄影专员  ...        3  2021-05-21 09:18:03             \n",
       "19         Unity3d开发工程师（VR方向）  ...        4  2021-05-21 09:14:42             \n",
       "20                3D建模\\/VR设计师  ...        4  2021-05-21 09:02:35             \n",
       "21                  VR\\/AR装机工  ...        3  2021-05-21 08:45:38             \n",
       "22                 商务代表（VR硬件）  ...        3  2021-05-20 17:58:01             \n",
       "23             U3D开发工程师（VR方向）  ...        3  2021-05-20 13:14:11             \n",
       "24                AR\\/VR开发工程师  ...        3  2021-05-20 11:55:04             \n",
       "25                高级UI设计师（VR)  ...        5  2021-05-20 09:27:15             \n",
       "26  外贸销售SALES（工厂+展厅全景3D VR视频）  ...        3  2021-05-19 22:22:53             \n",
       "27            Unity VR游戏开发工程师  ...        4  2021-05-19 18:00:15             \n",
       "28                    VR体验店店员  ...       10  2021-05-19 09:26:32             \n",
       "29                      vr设计师  ...       10  2021-05-17 10:32:00             \n",
       "30  Unity开发工程师（VR\\/AR\\/MR等前端）  ...        4  2021-05-14 13:00:01             \n",
       "31           Unity3d\\/VR开发工程师  ...        5  2021-04-20 10:32:07             \n",
       "32                UE4 VR开发工程师  ...        3  2021-04-19 04:00:42             \n",
       "33                      VR摄影师  ...        3  2021-04-03 10:00:01             \n",
       "34                  空间（主案）设计师  ...        4  2021-05-22 09:06:30             \n",
       "35           营销推广-底薪5000-贝壳平台  ...       10  2021-05-22 14:02:12             \n",
       "36      营销管培生\\/房产置业顾问\\/底薪5000  ...       10  2021-05-22 09:08:03             \n",
       "37                         美工  ...        5  2021-05-22 04:00:53             \n",
       "38                    资深空间设计师  ...        4  2021-05-22 04:00:53             \n",
       "39                      助理设计师  ...        4  2021-05-22 04:00:53             \n",
       "40              上班可带耳机+28\\/小时  ...       10  2021-05-22 04:00:53             \n",
       "41                    效果图设计助理  ...        3  2021-05-22 04:00:53             \n",
       "42                 效果图绘图员（工装）  ...        5  2021-05-22 04:00:53             \n",
       "43                    资深3D设计师  ...        5  2021-05-22 04:00:53             \n",
       "44             代理包租公（可小白+有宿舍）  ...       10  2021-05-22 04:00:53             \n",
       "45                     区域销售代表  ...        4  2021-05-22 04:00:53             \n",
       "46                    解决方案工程师  ...        4  2021-05-22 04:00:00             \n",
       "47               Unity3d开发工程师  ...        4  2021-05-22 02:04:06             \n",
       "48      创新事业群UC事业部-前端开发专家-移动端  ...        5  2021-05-22 07:04:54             \n",
       "49                  室内设计师3050  ...        6  2021-05-21 09:14:04             \n",
       "\n",
       "   isIntern                                            jobwelf  \\\n",
       "0         0                               五险一金 补充公积金 专业培训 年终奖金   \n",
       "1         0                           五险一金 餐饮补贴 年终奖金 员工旅游 专业培训   \n",
       "2         0  五险一金 免费班车 绩效奖金 定期体检 补充医疗保险 年终奖金 出差补贴 免费餐厅 工会关爱...   \n",
       "3         0                                               餐饮补贴   \n",
       "4         0                             包吃 带薪年假 节日福利 绩效奖金 五险一金   \n",
       "5         0                                弹性工作 带薪年假 绩效奖金 专业培训   \n",
       "6         0             周末双休 带薪年假 绩效奖金 全勤奖 通讯补贴 交通补贴 节日福利 专业培训   \n",
       "7         0        五险一金 绩效奖金 节日福利 带薪年假 专业培训 高温补贴 住房补贴 加班补贴 晋升快   \n",
       "8         0            带薪年假 五险一金 绩效奖金 餐饮补贴 高温补贴 员工旅游 年终奖金 住房补贴   \n",
       "9         0          五险一金 专业培训 定期体检 员工旅游 补充医疗保险 交通补贴 绩效奖金 年终奖金   \n",
       "10        0                           包吃 包三餐 节日福利 全勤奖 绩效奖金 包住宿   \n",
       "11        0                      五险一金 交通补贴 餐饮补贴 员工旅游 年终奖金 股票期权   \n",
       "12        0  节日福利 带薪年假 法定节假日 广州社保 补充医疗保险 项目提成 团建聚餐 零食任吃 周末双...   \n",
       "13        0                      上市公司 自有大厦 大牛带队 周末双休 定期体检 通讯补贴   \n",
       "14        0                                                      \n",
       "15        0                                                      \n",
       "16        0                        社保五险 餐饮补贴 通讯补贴 包吃 绩效奖金 专业培训   \n",
       "17        0                 五险一金 员工旅游 餐饮补贴 专业培训 出国机会 绩效奖金 年终奖金   \n",
       "18        0                     转正买社保 专业房产知识 高级写字楼 节假日礼品 员工生日会   \n",
       "19        0                                                      \n",
       "20        0                        周末双休 包吃 绩效奖金 五险一金 带薪年假 节日福利   \n",
       "21        0              餐饮补贴 节日福利 包住宿 全勤奖 加班补贴 住房补贴 高温补贴 专业培训   \n",
       "22        0                                     五险一金 周末双休 绩效奖金   \n",
       "23        0                      员工旅游 交通补贴 餐饮补贴 年终奖金 弹性工作 定期体检   \n",
       "24        0                                五险一金 定期体检 员工旅游 年终奖金   \n",
       "25        0          五险一金 补充医疗保险 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 定期体检   \n",
       "26        0  周末双休 绩效奖金 全勤奖 国际站 外贸平台 电商运营 跨境电商 网站运营专员 中国制造 阿里巴巴   \n",
       "27        0                      带薪年假 五险一金 餐饮补贴 加班补贴 项目绩效 工作绩效   \n",
       "28        0                                     月休4天 餐补 房补 全勤奖   \n",
       "29        0                                                      \n",
       "30        0          五险一金 补充医疗保险 周末双休 加班补助 节日福利 带薪假期 高温补贴 绩效奖金   \n",
       "31        0                                  免费班车 包吃 免费停车 专业培训   \n",
       "32        0                                                      \n",
       "33        0                      专业培训 带薪年假 定期体检 做五休二 绩效奖金 员工旅游   \n",
       "34        0                              五险一金 弹性工作 氛围非常好 无考勤约束   \n",
       "35        0                           弹性工作 带薪年假 绩效奖金 专业培训 交通补贴   \n",
       "36        0            五险一金 员工旅游 专业培训 出国机会 弹性工作 节日福利 年终奖金 通讯补贴   \n",
       "37        0                                                      \n",
       "38        0                      五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金   \n",
       "39        0                                     交通补贴 专业培训 社会保险   \n",
       "40        0            普工 操作工 小时工 正式工 组装工 包装工 临时工 包吃住 房补餐补 安装工   \n",
       "41        0                 五险一金 免费班车 员工旅游 交通补贴 餐饮补贴 绩效奖金 年终奖金   \n",
       "42        0                           五险一金 员工旅游 绩效奖金 年终奖金 生日福利   \n",
       "43        0          五险一金 补充医疗保险 年终奖金 定期体检 员工旅游 周末双休 带薪年假 节日福利   \n",
       "44        0    弹性工作 带薪年假 五险一金 包住宿 绩效奖金 节日福利 专业培训 晋升广阔 落户广州 氛围好   \n",
       "45        0  五险一金 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 股票期权 补充医疗保险...   \n",
       "46        0                           节日福利 出差补贴 餐费补贴 定期体检 五险一金   \n",
       "47        0                                                 五险   \n",
       "48        0                                                      \n",
       "49        0                       带薪年假 五险一金 绩效奖金 全勤奖 节日福利 专业培训   \n",
       "\n",
       "                                         jobwelf_list  \\\n",
       "0                           [五险一金, 补充公积金, 专业培训, 年终奖金]   \n",
       "1                      [五险一金, 餐饮补贴, 年终奖金, 员工旅游, 专业培训]   \n",
       "2   [五险一金, 免费班车, 绩效奖金, 定期体检, 补充医疗保险, 年终奖金, 出差补贴, 免...   \n",
       "3                                              [餐饮补贴]   \n",
       "4                        [包吃, 带薪年假, 节日福利, 绩效奖金, 五险一金]   \n",
       "5                            [弹性工作, 带薪年假, 绩效奖金, 专业培训]   \n",
       "6     [周末双休, 带薪年假, 绩效奖金, 全勤奖, 通讯补贴, 交通补贴, 节日福利, 专业培训]   \n",
       "7   [五险一金, 绩效奖金, 节日福利, 带薪年假, 专业培训, 高温补贴, 住房补贴, 加班补...   \n",
       "8    [带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 员工旅游, 年终奖金, 住房补贴]   \n",
       "9   [五险一金, 专业培训, 定期体检, 员工旅游, 补充医疗保险, 交通补贴, 绩效奖金, 年...   \n",
       "10                    [包吃, 包三餐, 节日福利, 全勤奖, 绩效奖金, 包住宿]   \n",
       "11               [五险一金, 交通补贴, 餐饮补贴, 员工旅游, 年终奖金, 股票期权]   \n",
       "12  [节日福利, 带薪年假, 法定节假日, 广州社保, 补充医疗保险, 项目提成, 团建聚餐, ...   \n",
       "13               [上市公司, 自有大厦, 大牛带队, 周末双休, 定期体检, 通讯补贴]   \n",
       "14                                                 []   \n",
       "15                                                 []   \n",
       "16                 [社保五险, 餐饮补贴, 通讯补贴, 包吃, 绩效奖金, 专业培训]   \n",
       "17         [五险一金, 员工旅游, 餐饮补贴, 专业培训, 出国机会, 绩效奖金, 年终奖金]   \n",
       "18               [转正买社保, 专业房产知识, 高级写字楼, 节假日礼品, 员工生日会]   \n",
       "19                                                 []   \n",
       "20                 [周末双休, 包吃, 绩效奖金, 五险一金, 带薪年假, 节日福利]   \n",
       "21     [餐饮补贴, 节日福利, 包住宿, 全勤奖, 加班补贴, 住房补贴, 高温补贴, 专业培训]   \n",
       "22                                 [五险一金, 周末双休, 绩效奖金]   \n",
       "23               [员工旅游, 交通补贴, 餐饮补贴, 年终奖金, 弹性工作, 定期体检]   \n",
       "24                           [五险一金, 定期体检, 员工旅游, 年终奖金]   \n",
       "25  [五险一金, 补充医疗保险, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 定...   \n",
       "26  [周末双休, 绩效奖金, 全勤奖, 国际站, 外贸平台, 电商运营, 跨境电商, 网站运营专...   \n",
       "27               [带薪年假, 五险一金, 餐饮补贴, 加班补贴, 项目绩效, 工作绩效]   \n",
       "28                                [月休4天, 餐补, 房补, 全勤奖]   \n",
       "29                                                 []   \n",
       "30  [五险一金, 补充医疗保险, 周末双休, 加班补助, 节日福利, 带薪假期, 高温补贴, 绩...   \n",
       "31                             [免费班车, 包吃, 免费停车, 专业培训]   \n",
       "32                                                 []   \n",
       "33               [专业培训, 带薪年假, 定期体检, 做五休二, 绩效奖金, 员工旅游]   \n",
       "34                         [五险一金, 弹性工作, 氛围非常好, 无考勤约束]   \n",
       "35                     [弹性工作, 带薪年假, 绩效奖金, 专业培训, 交通补贴]   \n",
       "36   [五险一金, 员工旅游, 专业培训, 出国机会, 弹性工作, 节日福利, 年终奖金, 通讯补贴]   \n",
       "37                                                 []   \n",
       "38               [五险一金, 员工旅游, 餐饮补贴, 专业培训, 绩效奖金, 年终奖金]   \n",
       "39                                 [交通补贴, 专业培训, 社会保险]   \n",
       "40  [普工, 操作工, 小时工, 正式工, 组装工, 包装工, 临时工, 包吃住, 房补餐补, ...   \n",
       "41         [五险一金, 免费班车, 员工旅游, 交通补贴, 餐饮补贴, 绩效奖金, 年终奖金]   \n",
       "42                     [五险一金, 员工旅游, 绩效奖金, 年终奖金, 生日福利]   \n",
       "43  [五险一金, 补充医疗保险, 年终奖金, 定期体检, 员工旅游, 周末双休, 带薪年假, 节...   \n",
       "44  [弹性工作, 带薪年假, 五险一金, 包住宿, 绩效奖金, 节日福利, 专业培训, 晋升广阔...   \n",
       "45  [五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 股票期...   \n",
       "46                     [节日福利, 出差补贴, 餐费补贴, 定期体检, 五险一金]   \n",
       "47                                               [五险]   \n",
       "48                                                 []   \n",
       "49                [带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 专业培训]   \n",
       "\n",
       "                 attribute_text companysize_text    companyind_text adid  \n",
       "0       [广州-海珠区, 2年经验, 大专, 招4人]            少于50人         建筑\\/建材\\/工程       \n",
       "1       [广州-番禺区, 1年经验, 大专, 招1人]          50-150人    电子技术\\/半导体\\/集成电路       \n",
       "2          [广州, 2年经验, 本科, 招若干人]         10000人以上          多元化业务集团公司       \n",
       "3           [广州, 2年经验, 大专, 招1人]         150-500人               网络游戏       \n",
       "4     [广州-天河区, 3-4年经验, 本科, 招1人]      5000-10000人                 汽车       \n",
       "5          [广州, 无需经验, 本科, 招10人]         10000人以上                房地产       \n",
       "6           [广州, 1年经验, 大专, 招3人]          50-150人              计算机软件       \n",
       "7           [广州-黄埔区, 2年经验, 招2人]         10000人以上                房地产       \n",
       "8         [异地招聘, 2年经验, 博士, 招1人]        500-1000人  计算机服务(系统、数据服务、维修)       \n",
       "9     [广州-天河区, 3-4年经验, 本科, 招2人]       1000-5000人              计算机软件       \n",
       "10  [广州-越秀区, 无需经验, 初中及以下, 招77人]         150-500人             原材料和加工       \n",
       "11   [广州-天河区, 3-4年经验, 本科, 招若干人]         150-500人              计算机软件       \n",
       "12      [广州-番禺区, 2年经验, 大专, 招2人]            少于50人              计算机软件       \n",
       "13      [广州-天河区, 1年经验, 本科, 招1人]       1000-5000人      通信\\/电信运营、增值服务       \n",
       "14      [广州-黄埔区, 1年经验, 本科, 招1人]         150-500人  计算机服务(系统、数据服务、维修)       \n",
       "15      [广州-天河区, 1年经验, 本科, 招1人]          50-150人       通信\\/电信\\/网络设备       \n",
       "16                [广州-番禺区, 招3人]          50-150人         娱乐\\/休闲\\/体育       \n",
       "17     [广州-番禺区, 1年经验, 大专, 招若干人]         150-500人    电子技术\\/半导体\\/集成电路       \n",
       "18      [广州-海珠区, 1年经验, 大专, 招1人]        500-1000人                房地产       \n",
       "19      [广州-番禺区, 2年经验, 本科, 招1人]          50-150人              计算机软件       \n",
       "20      [广州-海珠区, 2年经验, 本科, 招1人]          50-150人          互联网\\/电子商务       \n",
       "21          [广州-番禺区, 1年经验, 招2人]          50-150人           文字媒体\\/出版       \n",
       "22      [广州-天河区, 1年经验, 大专, 招1人]          50-150人              计算机软件       \n",
       "23      [广州-天河区, 1年经验, 本科, 招1人]          50-150人              计算机软件       \n",
       "24      [广州-越秀区, 1年经验, 大专, 招3人]          50-150人         建筑\\/建材\\/工程       \n",
       "25    [广州-越秀区, 3-4年经验, 本科, 招1人]         150-500人              计算机软件       \n",
       "26      [广州-天河区, 1年经验, 大专, 招3人]            少于50人     家具\\/家电\\/玩具\\/礼品       \n",
       "27      [广州-番禺区, 2年经验, 本科, 招2人]            少于50人               网络游戏       \n",
       "28         [广州-海珠区, 无需经验, 招若干人]          50-150人            贸易\\/进出口       \n",
       "29     [广州-海珠区, 无需经验, 大专, 招若干人]          50-150人            贸易\\/进出口       \n",
       "30          [广州, 2年经验, 本科, 招1人]          50-150人         电气\\/电力\\/水利       \n",
       "31    [广州-黄埔区, 3-4年经验, 本科, 招1人]       1000-5000人             航天\\/航空       \n",
       "32      [广州-天河区, 1年经验, 大专, 招1人]            少于50人              计算机软件       \n",
       "33     [广州-天河区, 1年经验, 大专, 招若干人]       1000-5000人                房地产       \n",
       "34      [广州-番禺区, 2年经验, 高中, 招5人]            少于50人         服装\\/纺织\\/皮革       \n",
       "35      [广州-增城区, 无需经验, 大专, 招3人]       1000-5000人                房地产       \n",
       "36         [广州-增城区, 无需经验, 招10人]                                 房地产       \n",
       "37    [广州-番禺区, 3-4年经验, 大专, 招1人]            少于50人  计算机服务(系统、数据服务、维修)       \n",
       "38      [广州-天河区, 2年经验, 本科, 招2人]            少于50人                 广告       \n",
       "39     [广州-海珠区, 2年经验, 中专, 招若干人]            少于50人       家居\\/室内设计\\/装潢       \n",
       "40          [异地招聘, 无需经验, 招199人]                    专业服务(咨询、人力资源、财会)       \n",
       "41     [广州-荔湾区, 1年经验, 大专, 招若干人]            少于50人       家居\\/室内设计\\/装潢       \n",
       "42    [广州-番禺区, 3-4年经验, 本科, 招1人]         150-500人       家居\\/室内设计\\/装潢       \n",
       "43   [广州-越秀区, 3-4年经验, 大专, 招若干人]          50-150人   影视\\/媒体\\/艺术\\/文化传播       \n",
       "44      [广州-天河区, 无需经验, 中专, 招6人]         10000人以上                房地产       \n",
       "45     [广州-白云区, 2年经验, 中专, 招15人]            少于50人              计算机软件       \n",
       "46      [广州-黄埔区, 2年经验, 本科, 招1人]            少于50人              计算机软件       \n",
       "47     [广州-海珠区, 2年经验, 大专, 招若干人]            少于50人              计算机软件       \n",
       "48       [广州, 3-4年经验, 本科, 招若干人]         10000人以上          互联网\\/电子商务       \n",
       "49    [广州-越秀区, 5-7年经验, 大专, 招1人]         10000人以上                餐饮业       \n",
       "\n",
       "[50 rows x 30 columns]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results = pd.DataFrame(results['engine_search_result'])\n",
    "df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>providesalary_text</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>130380497</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13038...</td>\n",
       "      <td>Unity3d\\/VR\\/AR开发工程师</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 补充公积金, 专业培训, 年终奖金]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 大专, 招4人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>128100780</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12810...</td>\n",
       "      <td>阿里国际站运营专员（双休+VR游戏机）</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 餐饮补贴, 年终奖金, 员工旅游, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>131622268</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131622268...</td>\n",
       "      <td>AR\\VR高级开发工程师-金融AI实验室</td>\n",
       "      <td>1.2-2万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 08:58:48</td>\n",
       "      <td>[五险一金, 免费班车, 绩效奖金, 定期体检, 补充医疗保险, 年终奖金, 出差补贴, 免...</td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>129244147</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129244147...</td>\n",
       "      <td>VR门店店长\\/主管</td>\n",
       "      <td>5-8千\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 14:03:45</td>\n",
       "      <td>[餐饮补贴]</td>\n",
       "      <td>[广州, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>131661909</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13166...</td>\n",
       "      <td>VR视效设计师</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 11:29:04</td>\n",
       "      <td>[包吃, 带薪年假, 节日福利, 绩效奖金, 五险一金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>128717438</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128717438...</td>\n",
       "      <td>贝壳\\/摄影师\\/VR</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-21 21:32:34</td>\n",
       "      <td>[弹性工作, 带薪年假, 绩效奖金, 专业培训]</td>\n",
       "      <td>[广州, 无需经验, 本科, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>119998760</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/119998760...</td>\n",
       "      <td>VR\\/AR销售经理（5-10K 无责+高提成）</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 20:30:05</td>\n",
       "      <td>[周末双休, 带薪年假, 绩效奖金, 全勤奖, 通讯补贴, 交通补贴, 节日福利, 专业培训]</td>\n",
       "      <td>[广州, 1年经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>120785801</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12078...</td>\n",
       "      <td>VR摄影师房源拍摄</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 18:11:16</td>\n",
       "      <td>[五险一金, 绩效奖金, 节日福利, 带薪年假, 专业培训, 高温补贴, 住房补贴, 加班补...</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>130780439</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13078...</td>\n",
       "      <td>VR算法工程师</td>\n",
       "      <td>40-50万\\/年</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 16:45:23</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 员工旅游, 年终奖金, 住房补贴]</td>\n",
       "      <td>[异地招聘, 2年经验, 博士, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>131950853</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13195...</td>\n",
       "      <td>VR高级销售顾问（Saas云客）</td>\n",
       "      <td>1.5-2千\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 14:00:01</td>\n",
       "      <td>[五险一金, 专业培训, 定期体检, 员工旅游, 补充医疗保险, 交通补贴, 绩效奖金, 年...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>126722704</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12672...</td>\n",
       "      <td>VR眼镜包装</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-21 13:14:06</td>\n",
       "      <td>[包吃, 包三餐, 节日福利, 全勤奖, 绩效奖金, 包住宿]</td>\n",
       "      <td>[广州-越秀区, 无需经验, 初中及以下, 招77人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>128786283</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12878...</td>\n",
       "      <td>产品经理（VR项目）</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 11:41:24</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 员工旅游, 年终奖金, 股票期权]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>104357364</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10435...</td>\n",
       "      <td>U3D开发工程师（VR方向）</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 10:59:17</td>\n",
       "      <td>[节日福利, 带薪年假, 法定节假日, 广州社保, 补充医疗保险, 项目提成, 团建聚餐, ...</td>\n",
       "      <td>[广州-番禺区, 2年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>130035088</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13003...</td>\n",
       "      <td>VR运营专员（粤享5G）</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 10:05:58</td>\n",
       "      <td>[上市公司, 自有大厦, 大牛带队, 周末双休, 定期体检, 通讯补贴]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>128824758</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12882...</td>\n",
       "      <td>VR研发工程师</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:53:57</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>125491145</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12549...</td>\n",
       "      <td>3D设计师（AR\\/VR）沃视频</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:33:22</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>114681029</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11468...</td>\n",
       "      <td>VR体验馆店长</td>\n",
       "      <td>5-8千\\/月</td>\n",
       "      <td></td>\n",
       "      <td>2021-05-21 09:25:21</td>\n",
       "      <td>[社保五险, 餐饮补贴, 通讯补贴, 包吃, 绩效奖金, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>129516893</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12951...</td>\n",
       "      <td>销售经理（VR设备）</td>\n",
       "      <td>0.4-1.2万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:21:06</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 专业培训, 出国机会, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>128363510</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12836...</td>\n",
       "      <td>VR摄影专员</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:18:03</td>\n",
       "      <td>[转正买社保, 专业房产知识, 高级写字楼, 节假日礼品, 员工生日会]</td>\n",
       "      <td>[广州-海珠区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>130488568</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13048...</td>\n",
       "      <td>Unity3d开发工程师（VR方向）</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 09:14:42</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>131014287</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13101...</td>\n",
       "      <td>3D建模\\/VR设计师</td>\n",
       "      <td>8-9千\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 09:02:35</td>\n",
       "      <td>[周末双休, 包吃, 绩效奖金, 五险一金, 带薪年假, 节日福利]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>129129834</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12912...</td>\n",
       "      <td>VR\\/AR装机工</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 08:45:38</td>\n",
       "      <td>[餐饮补贴, 节日福利, 包住宿, 全勤奖, 加班补贴, 住房补贴, 高温补贴, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>130720312</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13072...</td>\n",
       "      <td>商务代表（VR硬件）</td>\n",
       "      <td>4-8千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 17:58:01</td>\n",
       "      <td>[五险一金, 周末双休, 绩效奖金]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>124844795</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12484...</td>\n",
       "      <td>U3D开发工程师（VR方向）</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 13:14:11</td>\n",
       "      <td>[员工旅游, 交通补贴, 餐饮补贴, 年终奖金, 弹性工作, 定期体检]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>100207915</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/10020...</td>\n",
       "      <td>AR\\/VR开发工程师</td>\n",
       "      <td>0.7-1.5万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 11:55:04</td>\n",
       "      <td>[五险一金, 定期体检, 员工旅游, 年终奖金]</td>\n",
       "      <td>[广州-越秀区, 1年经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>129283670</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12928...</td>\n",
       "      <td>高级UI设计师（VR)</td>\n",
       "      <td>1.2-2万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:27:15</td>\n",
       "      <td>[五险一金, 补充医疗保险, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 定...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>130675775</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13067...</td>\n",
       "      <td>外贸销售SALES（工厂+展厅全景3D VR视频）</td>\n",
       "      <td>4.8-7.2千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-19 22:22:53</td>\n",
       "      <td>[周末双休, 绩效奖金, 全勤奖, 国际站, 外贸平台, 电商运营, 跨境电商, 网站运营专...</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>125767458</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12576...</td>\n",
       "      <td>Unity VR游戏开发工程师</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-19 18:00:15</td>\n",
       "      <td>[带薪年假, 五险一金, 餐饮补贴, 加班补贴, 项目绩效, 工作绩效]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>130321695</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13032...</td>\n",
       "      <td>VR体验店店员</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-19 09:26:32</td>\n",
       "      <td>[月休4天, 餐补, 房补, 全勤奖]</td>\n",
       "      <td>[广州-海珠区, 无需经验, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>127760507</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12776...</td>\n",
       "      <td>vr设计师</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-17 10:32:00</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-海珠区, 无需经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>110071031</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/110071031...</td>\n",
       "      <td>Unity开发工程师（VR\\/AR\\/MR等前端）</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-14 13:00:01</td>\n",
       "      <td>[五险一金, 补充医疗保险, 周末双休, 加班补助, 节日福利, 带薪假期, 高温补贴, 绩...</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>127967168</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12796...</td>\n",
       "      <td>Unity3d\\/VR开发工程师</td>\n",
       "      <td>15-30万\\/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-04-20 10:32:07</td>\n",
       "      <td>[免费班车, 包吃, 免费停车, 专业培训]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>129975798</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12997...</td>\n",
       "      <td>UE4 VR开发工程师</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-04-19 04:00:42</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>130502027</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13050...</td>\n",
       "      <td>VR摄影师</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-04-03 10:00:01</td>\n",
       "      <td>[专业培训, 带薪年假, 定期体检, 做五休二, 绩效奖金, 员工旅游]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>132052663</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13205...</td>\n",
       "      <td>空间（主案）设计师</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 09:06:30</td>\n",
       "      <td>[五险一金, 弹性工作, 氛围非常好, 无考勤约束]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 高中, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>131774251</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13177...</td>\n",
       "      <td>营销推广-底薪5000-贝壳平台</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 14:02:12</td>\n",
       "      <td>[弹性工作, 带薪年假, 绩效奖金, 专业培训, 交通补贴]</td>\n",
       "      <td>[广州-增城区, 无需经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>131711102</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13171...</td>\n",
       "      <td>营销管培生\\/房产置业顾问\\/底薪5000</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 09:08:03</td>\n",
       "      <td>[五险一金, 员工旅游, 专业培训, 出国机会, 弹性工作, 节日福利, 年终奖金, 通讯补贴]</td>\n",
       "      <td>[广州-增城区, 无需经验, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>132128360</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13212...</td>\n",
       "      <td>美工</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>132004919</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13200...</td>\n",
       "      <td>资深空间设计师</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 专业培训, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>130219896</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13021...</td>\n",
       "      <td>助理设计师</td>\n",
       "      <td>0.4-1万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[交通补贴, 专业培训, 社会保险]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 中专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>132091703</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-nhq\\/13209170...</td>\n",
       "      <td>上班可带耳机+28\\/小时</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[普工, 操作工, 小时工, 正式工, 组装工, 包装工, 临时工, 包吃住, 房补餐补, ...</td>\n",
       "      <td>[异地招聘, 无需经验, 招199人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>132067534</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13206...</td>\n",
       "      <td>效果图设计助理</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 免费班车, 员工旅游, 交通补贴, 餐饮补贴, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-荔湾区, 1年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>132062923</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13206...</td>\n",
       "      <td>效果图绘图员（工装）</td>\n",
       "      <td>0.9-1.2万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 员工旅游, 绩效奖金, 年终奖金, 生日福利]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>131873877</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13187...</td>\n",
       "      <td>资深3D设计师</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 补充医疗保险, 年终奖金, 定期体检, 员工旅游, 周末双休, 带薪年假, 节...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>130878408</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13087...</td>\n",
       "      <td>代理包租公（可小白+有宿舍）</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 包住宿, 绩效奖金, 节日福利, 专业培训, 晋升广阔...</td>\n",
       "      <td>[广州-天河区, 无需经验, 中专, 招6人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>114444973</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/11444...</td>\n",
       "      <td>区域销售代表</td>\n",
       "      <td>0.6-2万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 股票期...</td>\n",
       "      <td>[广州-白云区, 2年经验, 中专, 招15人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>129940196</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12994...</td>\n",
       "      <td>解决方案工程师</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:00</td>\n",
       "      <td>[节日福利, 出差补贴, 餐费补贴, 定期体检, 五险一金]</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>131435636</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13143...</td>\n",
       "      <td>Unity3d开发工程师</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 02:04:06</td>\n",
       "      <td>[五险]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>128000968</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128000968...</td>\n",
       "      <td>创新事业群UC事业部-前端开发专家-移动端</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 07:04:54</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>126934092</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12693...</td>\n",
       "      <td>室内设计师3050</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-21 09:14:04</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 专业培训]</td>\n",
       "      <td>[广州-越秀区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jobid                                           job_href  \\\n",
       "0   130380497  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13038...   \n",
       "1   128100780  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12810...   \n",
       "2   131622268  https:\\/\\/jobs.51job.com\\/guangzhou\\/131622268...   \n",
       "3   129244147  https:\\/\\/jobs.51job.com\\/guangzhou\\/129244147...   \n",
       "4   131661909  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13166...   \n",
       "5   128717438  https:\\/\\/jobs.51job.com\\/guangzhou\\/128717438...   \n",
       "6   119998760  https:\\/\\/jobs.51job.com\\/guangzhou\\/119998760...   \n",
       "7   120785801  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12078...   \n",
       "8   130780439  https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13078...   \n",
       "9   131950853  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13195...   \n",
       "10  126722704  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12672...   \n",
       "11  128786283  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12878...   \n",
       "12  104357364  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10435...   \n",
       "13  130035088  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13003...   \n",
       "14  128824758  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12882...   \n",
       "15  125491145  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12549...   \n",
       "16  114681029  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11468...   \n",
       "17  129516893  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12951...   \n",
       "18  128363510  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12836...   \n",
       "19  130488568  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13048...   \n",
       "20  131014287  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13101...   \n",
       "21  129129834  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12912...   \n",
       "22  130720312  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13072...   \n",
       "23  124844795  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12484...   \n",
       "24  100207915  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/10020...   \n",
       "25  129283670  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12928...   \n",
       "26  130675775  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13067...   \n",
       "27  125767458  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12576...   \n",
       "28  130321695  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13032...   \n",
       "29  127760507  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12776...   \n",
       "30  110071031  https:\\/\\/jobs.51job.com\\/guangzhou\\/110071031...   \n",
       "31  127967168  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12796...   \n",
       "32  129975798  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12997...   \n",
       "33  130502027  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13050...   \n",
       "34  132052663  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13205...   \n",
       "35  131774251  https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13177...   \n",
       "36  131711102  https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13171...   \n",
       "37  132128360  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13212...   \n",
       "38  132004919  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13200...   \n",
       "39  130219896  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13021...   \n",
       "40  132091703  https:\\/\\/jobs.51job.com\\/foshan-nhq\\/13209170...   \n",
       "41  132067534  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13206...   \n",
       "42  132062923  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13206...   \n",
       "43  131873877  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13187...   \n",
       "44  130878408  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13087...   \n",
       "45  114444973  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/11444...   \n",
       "46  129940196  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12994...   \n",
       "47  131435636  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13143...   \n",
       "48  128000968  https:\\/\\/jobs.51job.com\\/guangzhou\\/128000968...   \n",
       "49  126934092  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12693...   \n",
       "\n",
       "                     job_name providesalary_text workyear  \\\n",
       "0        Unity3d\\/VR\\/AR开发工程师          1-1.5万\\/月        4   \n",
       "1         阿里国际站运营专员（双休+VR游戏机）            4-6千\\/月        3   \n",
       "2        AR\\VR高级开发工程师-金融AI实验室          1.2-2万\\/月        4   \n",
       "3                  VR门店店长\\/主管            5-8千\\/月        4   \n",
       "4                     VR视效设计师          1.5-2万\\/月        5   \n",
       "5                 贝壳\\/摄影师\\/VR            6-8千\\/月       10   \n",
       "6    VR\\/AR销售经理（5-10K 无责+高提成）          0.5-1万\\/月        3   \n",
       "7                   VR摄影师房源拍摄          1-1.5万\\/月        4   \n",
       "8                     VR算法工程师          40-50万\\/年        4   \n",
       "9            VR高级销售顾问（Saas云客）          1.5-2千\\/月        5   \n",
       "10                     VR眼镜包装            6-8千\\/月       10   \n",
       "11                 产品经理（VR项目）          1.5-2万\\/月        5   \n",
       "12             U3D开发工程师（VR方向）          1-1.5万\\/月        4   \n",
       "13               VR运营专员（粤享5G）            6-8千\\/月        3   \n",
       "14                    VR研发工程师          1.5-2万\\/月        3   \n",
       "15           3D设计师（AR\\/VR）沃视频        0.8-1.5万\\/月        3   \n",
       "16                    VR体验馆店长            5-8千\\/月            \n",
       "17                 销售经理（VR设备）        0.4-1.2万\\/月        3   \n",
       "18                     VR摄影专员            4-6千\\/月        3   \n",
       "19         Unity3d开发工程师（VR方向）          1-1.5万\\/月        4   \n",
       "20                3D建模\\/VR设计师            8-9千\\/月        4   \n",
       "21                  VR\\/AR装机工            4-6千\\/月        3   \n",
       "22                 商务代表（VR硬件）            4-8千\\/月        3   \n",
       "23             U3D开发工程师（VR方向）        0.8-1.5万\\/月        3   \n",
       "24                AR\\/VR开发工程师        0.7-1.5万\\/月        3   \n",
       "25                高级UI设计师（VR)          1.2-2万\\/月        5   \n",
       "26  外贸销售SALES（工厂+展厅全景3D VR视频）        4.8-7.2千\\/月        3   \n",
       "27            Unity VR游戏开发工程师        0.8-1.5万\\/月        4   \n",
       "28                    VR体验店店员            4-6千\\/月       10   \n",
       "29                      vr设计师            6-8千\\/月       10   \n",
       "30  Unity开发工程师（VR\\/AR\\/MR等前端）          0.5-1万\\/月        4   \n",
       "31           Unity3d\\/VR开发工程师          15-30万\\/年        5   \n",
       "32                UE4 VR开发工程师          1-1.5万\\/月        3   \n",
       "33                      VR摄影师          0.6-1万\\/月        3   \n",
       "34                  空间（主案）设计师          1-1.5万\\/月        4   \n",
       "35           营销推广-底薪5000-贝壳平台          0.5-1万\\/月       10   \n",
       "36      营销管培生\\/房产置业顾问\\/底薪5000            6-8千\\/月       10   \n",
       "37                         美工          0.8-1万\\/月        5   \n",
       "38                    资深空间设计师          0.5-1万\\/月        4   \n",
       "39                      助理设计师          0.4-1万\\/月        4   \n",
       "40              上班可带耳机+28\\/小时            6-8千\\/月       10   \n",
       "41                    效果图设计助理            6-8千\\/月        3   \n",
       "42                 效果图绘图员（工装）        0.9-1.2万\\/月        5   \n",
       "43                    资深3D设计师          1-1.5万\\/月        5   \n",
       "44             代理包租公（可小白+有宿舍）          0.8-1万\\/月       10   \n",
       "45                     区域销售代表          0.6-2万\\/月        4   \n",
       "46                    解决方案工程师          1.5-2万\\/月        4   \n",
       "47               Unity3d开发工程师            6-8千\\/月        4   \n",
       "48      创新事业群UC事业部-前端开发专家-移动端                           5   \n",
       "49                  室内设计师3050            6-8千\\/月        6   \n",
       "\n",
       "              issuedate                                       jobwelf_list  \\\n",
       "0   2021-05-22 04:00:53                          [五险一金, 补充公积金, 专业培训, 年终奖金]   \n",
       "1   2021-05-22 04:00:53                     [五险一金, 餐饮补贴, 年终奖金, 员工旅游, 专业培训]   \n",
       "2   2021-05-21 08:58:48  [五险一金, 免费班车, 绩效奖金, 定期体检, 补充医疗保险, 年终奖金, 出差补贴, 免...   \n",
       "3   2021-05-20 14:03:45                                             [餐饮补贴]   \n",
       "4   2021-05-22 11:29:04                       [包吃, 带薪年假, 节日福利, 绩效奖金, 五险一金]   \n",
       "5   2021-05-21 21:32:34                           [弹性工作, 带薪年假, 绩效奖金, 专业培训]   \n",
       "6   2021-05-21 20:30:05    [周末双休, 带薪年假, 绩效奖金, 全勤奖, 通讯补贴, 交通补贴, 节日福利, 专业培训]   \n",
       "7   2021-05-21 18:11:16  [五险一金, 绩效奖金, 节日福利, 带薪年假, 专业培训, 高温补贴, 住房补贴, 加班补...   \n",
       "8   2021-05-21 16:45:23   [带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 员工旅游, 年终奖金, 住房补贴]   \n",
       "9   2021-05-21 14:00:01  [五险一金, 专业培训, 定期体检, 员工旅游, 补充医疗保险, 交通补贴, 绩效奖金, 年...   \n",
       "10  2021-05-21 13:14:06                    [包吃, 包三餐, 节日福利, 全勤奖, 绩效奖金, 包住宿]   \n",
       "11  2021-05-21 11:41:24               [五险一金, 交通补贴, 餐饮补贴, 员工旅游, 年终奖金, 股票期权]   \n",
       "12  2021-05-21 10:59:17  [节日福利, 带薪年假, 法定节假日, 广州社保, 补充医疗保险, 项目提成, 团建聚餐, ...   \n",
       "13  2021-05-21 10:05:58               [上市公司, 自有大厦, 大牛带队, 周末双休, 定期体检, 通讯补贴]   \n",
       "14  2021-05-21 09:53:57                                                 []   \n",
       "15  2021-05-21 09:33:22                                                 []   \n",
       "16  2021-05-21 09:25:21                 [社保五险, 餐饮补贴, 通讯补贴, 包吃, 绩效奖金, 专业培训]   \n",
       "17  2021-05-21 09:21:06         [五险一金, 员工旅游, 餐饮补贴, 专业培训, 出国机会, 绩效奖金, 年终奖金]   \n",
       "18  2021-05-21 09:18:03               [转正买社保, 专业房产知识, 高级写字楼, 节假日礼品, 员工生日会]   \n",
       "19  2021-05-21 09:14:42                                                 []   \n",
       "20  2021-05-21 09:02:35                 [周末双休, 包吃, 绩效奖金, 五险一金, 带薪年假, 节日福利]   \n",
       "21  2021-05-21 08:45:38     [餐饮补贴, 节日福利, 包住宿, 全勤奖, 加班补贴, 住房补贴, 高温补贴, 专业培训]   \n",
       "22  2021-05-20 17:58:01                                 [五险一金, 周末双休, 绩效奖金]   \n",
       "23  2021-05-20 13:14:11               [员工旅游, 交通补贴, 餐饮补贴, 年终奖金, 弹性工作, 定期体检]   \n",
       "24  2021-05-20 11:55:04                           [五险一金, 定期体检, 员工旅游, 年终奖金]   \n",
       "25  2021-05-20 09:27:15  [五险一金, 补充医疗保险, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 定...   \n",
       "26  2021-05-19 22:22:53  [周末双休, 绩效奖金, 全勤奖, 国际站, 外贸平台, 电商运营, 跨境电商, 网站运营专...   \n",
       "27  2021-05-19 18:00:15               [带薪年假, 五险一金, 餐饮补贴, 加班补贴, 项目绩效, 工作绩效]   \n",
       "28  2021-05-19 09:26:32                                [月休4天, 餐补, 房补, 全勤奖]   \n",
       "29  2021-05-17 10:32:00                                                 []   \n",
       "30  2021-05-14 13:00:01  [五险一金, 补充医疗保险, 周末双休, 加班补助, 节日福利, 带薪假期, 高温补贴, 绩...   \n",
       "31  2021-04-20 10:32:07                             [免费班车, 包吃, 免费停车, 专业培训]   \n",
       "32  2021-04-19 04:00:42                                                 []   \n",
       "33  2021-04-03 10:00:01               [专业培训, 带薪年假, 定期体检, 做五休二, 绩效奖金, 员工旅游]   \n",
       "34  2021-05-22 09:06:30                         [五险一金, 弹性工作, 氛围非常好, 无考勤约束]   \n",
       "35  2021-05-22 14:02:12                     [弹性工作, 带薪年假, 绩效奖金, 专业培训, 交通补贴]   \n",
       "36  2021-05-22 09:08:03   [五险一金, 员工旅游, 专业培训, 出国机会, 弹性工作, 节日福利, 年终奖金, 通讯补贴]   \n",
       "37  2021-05-22 04:00:53                                                 []   \n",
       "38  2021-05-22 04:00:53               [五险一金, 员工旅游, 餐饮补贴, 专业培训, 绩效奖金, 年终奖金]   \n",
       "39  2021-05-22 04:00:53                                 [交通补贴, 专业培训, 社会保险]   \n",
       "40  2021-05-22 04:00:53  [普工, 操作工, 小时工, 正式工, 组装工, 包装工, 临时工, 包吃住, 房补餐补, ...   \n",
       "41  2021-05-22 04:00:53         [五险一金, 免费班车, 员工旅游, 交通补贴, 餐饮补贴, 绩效奖金, 年终奖金]   \n",
       "42  2021-05-22 04:00:53                     [五险一金, 员工旅游, 绩效奖金, 年终奖金, 生日福利]   \n",
       "43  2021-05-22 04:00:53  [五险一金, 补充医疗保险, 年终奖金, 定期体检, 员工旅游, 周末双休, 带薪年假, 节...   \n",
       "44  2021-05-22 04:00:53  [弹性工作, 带薪年假, 五险一金, 包住宿, 绩效奖金, 节日福利, 专业培训, 晋升广阔...   \n",
       "45  2021-05-22 04:00:53  [五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 股票期...   \n",
       "46  2021-05-22 04:00:00                     [节日福利, 出差补贴, 餐费补贴, 定期体检, 五险一金]   \n",
       "47  2021-05-22 02:04:06                                               [五险]   \n",
       "48  2021-05-22 07:04:54                                                 []   \n",
       "49  2021-05-21 09:14:04                [带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 专业培训]   \n",
       "\n",
       "                 attribute_text  \n",
       "0       [广州-海珠区, 2年经验, 大专, 招4人]  \n",
       "1       [广州-番禺区, 1年经验, 大专, 招1人]  \n",
       "2          [广州, 2年经验, 本科, 招若干人]  \n",
       "3           [广州, 2年经验, 大专, 招1人]  \n",
       "4     [广州-天河区, 3-4年经验, 本科, 招1人]  \n",
       "5          [广州, 无需经验, 本科, 招10人]  \n",
       "6           [广州, 1年经验, 大专, 招3人]  \n",
       "7           [广州-黄埔区, 2年经验, 招2人]  \n",
       "8         [异地招聘, 2年经验, 博士, 招1人]  \n",
       "9     [广州-天河区, 3-4年经验, 本科, 招2人]  \n",
       "10  [广州-越秀区, 无需经验, 初中及以下, 招77人]  \n",
       "11   [广州-天河区, 3-4年经验, 本科, 招若干人]  \n",
       "12      [广州-番禺区, 2年经验, 大专, 招2人]  \n",
       "13      [广州-天河区, 1年经验, 本科, 招1人]  \n",
       "14      [广州-黄埔区, 1年经验, 本科, 招1人]  \n",
       "15      [广州-天河区, 1年经验, 本科, 招1人]  \n",
       "16                [广州-番禺区, 招3人]  \n",
       "17     [广州-番禺区, 1年经验, 大专, 招若干人]  \n",
       "18      [广州-海珠区, 1年经验, 大专, 招1人]  \n",
       "19      [广州-番禺区, 2年经验, 本科, 招1人]  \n",
       "20      [广州-海珠区, 2年经验, 本科, 招1人]  \n",
       "21          [广州-番禺区, 1年经验, 招2人]  \n",
       "22      [广州-天河区, 1年经验, 大专, 招1人]  \n",
       "23      [广州-天河区, 1年经验, 本科, 招1人]  \n",
       "24      [广州-越秀区, 1年经验, 大专, 招3人]  \n",
       "25    [广州-越秀区, 3-4年经验, 本科, 招1人]  \n",
       "26      [广州-天河区, 1年经验, 大专, 招3人]  \n",
       "27      [广州-番禺区, 2年经验, 本科, 招2人]  \n",
       "28         [广州-海珠区, 无需经验, 招若干人]  \n",
       "29     [广州-海珠区, 无需经验, 大专, 招若干人]  \n",
       "30          [广州, 2年经验, 本科, 招1人]  \n",
       "31    [广州-黄埔区, 3-4年经验, 本科, 招1人]  \n",
       "32      [广州-天河区, 1年经验, 大专, 招1人]  \n",
       "33     [广州-天河区, 1年经验, 大专, 招若干人]  \n",
       "34      [广州-番禺区, 2年经验, 高中, 招5人]  \n",
       "35      [广州-增城区, 无需经验, 大专, 招3人]  \n",
       "36         [广州-增城区, 无需经验, 招10人]  \n",
       "37    [广州-番禺区, 3-4年经验, 大专, 招1人]  \n",
       "38      [广州-天河区, 2年经验, 本科, 招2人]  \n",
       "39     [广州-海珠区, 2年经验, 中专, 招若干人]  \n",
       "40          [异地招聘, 无需经验, 招199人]  \n",
       "41     [广州-荔湾区, 1年经验, 大专, 招若干人]  \n",
       "42    [广州-番禺区, 3-4年经验, 本科, 招1人]  \n",
       "43   [广州-越秀区, 3-4年经验, 大专, 招若干人]  \n",
       "44      [广州-天河区, 无需经验, 中专, 招6人]  \n",
       "45     [广州-白云区, 2年经验, 中专, 招15人]  \n",
       "46      [广州-黄埔区, 2年经验, 本科, 招1人]  \n",
       "47     [广州-海珠区, 2年经验, 大专, 招若干人]  \n",
       "48       [广州, 3-4年经验, 本科, 招若干人]  \n",
       "49    [广州-越秀区, 5-7年经验, 大专, 招1人]  "
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results = pd.DataFrame(results['engine_search_result'])[['jobid','job_href','job_name','providesalary_text','workyear','issuedate','jobwelf_list','attribute_text']]\n",
    "df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>providesalary_text</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>130380497</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/130380497...</td>\n",
       "      <td>Unity3d\\/VR\\/AR开发工程师</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 补充公积金, 专业培训, 年终奖金]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 大专, 招4人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>128100780</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/128100780...</td>\n",
       "      <td>阿里国际站运营专员（双休+VR游戏机）</td>\n",
       "      <td>4-6千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 餐饮补贴, 年终奖金, 员工旅游, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>131622268</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/131622268.htm...</td>\n",
       "      <td>AR\\VR高级开发工程师-金融AI实验室</td>\n",
       "      <td>1.2-2万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 08:58:48</td>\n",
       "      <td>[五险一金, 免费班车, 绩效奖金, 定期体检, 补充医疗保险, 年终奖金, 出差补贴, 免...</td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>129244147</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/129244147.htm...</td>\n",
       "      <td>VR门店店长\\/主管</td>\n",
       "      <td>5-8千/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 14:03:45</td>\n",
       "      <td>[餐饮补贴]</td>\n",
       "      <td>[广州, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>131661909</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131661909...</td>\n",
       "      <td>VR视效设计师</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 11:29:04</td>\n",
       "      <td>[包吃, 带薪年假, 节日福利, 绩效奖金, 五险一金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>128717438</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/128717438.htm...</td>\n",
       "      <td>贝壳\\/摄影师\\/VR</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-21 21:32:34</td>\n",
       "      <td>[弹性工作, 带薪年假, 绩效奖金, 专业培训]</td>\n",
       "      <td>[广州, 无需经验, 本科, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>119998760</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/119998760.htm...</td>\n",
       "      <td>VR\\/AR销售经理（5-10K 无责+高提成）</td>\n",
       "      <td>0.5-1万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 20:30:05</td>\n",
       "      <td>[周末双休, 带薪年假, 绩效奖金, 全勤奖, 通讯补贴, 交通补贴, 节日福利, 专业培训]</td>\n",
       "      <td>[广州, 1年经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>120785801</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/120785801...</td>\n",
       "      <td>VR摄影师房源拍摄</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 18:11:16</td>\n",
       "      <td>[五险一金, 绩效奖金, 节日福利, 带薪年假, 专业培训, 高温补贴, 住房补贴, 加班补...</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>130780439</td>\n",
       "      <td>https://jobs.51job.com/dongguan-sshq/130780439...</td>\n",
       "      <td>VR算法工程师</td>\n",
       "      <td>40-50万/年</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 16:45:23</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 员工旅游, 年终奖金, 住房补贴]</td>\n",
       "      <td>[异地招聘, 2年经验, 博士, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>131950853</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131950853...</td>\n",
       "      <td>VR高级销售顾问（Saas云客）</td>\n",
       "      <td>1.5-2千/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 14:00:01</td>\n",
       "      <td>[五险一金, 专业培训, 定期体检, 员工旅游, 补充医疗保险, 交通补贴, 绩效奖金, 年...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>126722704</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/126722704...</td>\n",
       "      <td>VR眼镜包装</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-21 13:14:06</td>\n",
       "      <td>[包吃, 包三餐, 节日福利, 全勤奖, 绩效奖金, 包住宿]</td>\n",
       "      <td>[广州-越秀区, 无需经验, 初中及以下, 招77人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>128786283</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/128786283...</td>\n",
       "      <td>产品经理（VR项目）</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 11:41:24</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 员工旅游, 年终奖金, 股票期权]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>104357364</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/104357364...</td>\n",
       "      <td>U3D开发工程师（VR方向）</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 10:59:17</td>\n",
       "      <td>[节日福利, 带薪年假, 法定节假日, 广州社保, 补充医疗保险, 项目提成, 团建聚餐, ...</td>\n",
       "      <td>[广州-番禺区, 2年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>130035088</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130035088...</td>\n",
       "      <td>VR运营专员（粤享5G）</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 10:05:58</td>\n",
       "      <td>[上市公司, 自有大厦, 大牛带队, 周末双休, 定期体检, 通讯补贴]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>128824758</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/128824758...</td>\n",
       "      <td>VR研发工程师</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:53:57</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>125491145</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/125491145...</td>\n",
       "      <td>3D设计师（AR\\/VR）沃视频</td>\n",
       "      <td>0.8-1.5万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:33:22</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>114681029</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/114681029...</td>\n",
       "      <td>VR体验馆店长</td>\n",
       "      <td>5-8千/月</td>\n",
       "      <td></td>\n",
       "      <td>2021-05-21 09:25:21</td>\n",
       "      <td>[社保五险, 餐饮补贴, 通讯补贴, 包吃, 绩效奖金, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>129516893</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/129516893...</td>\n",
       "      <td>销售经理（VR设备）</td>\n",
       "      <td>0.4-1.2万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:21:06</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 专业培训, 出国机会, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>128363510</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/128363510...</td>\n",
       "      <td>VR摄影专员</td>\n",
       "      <td>4-6千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:18:03</td>\n",
       "      <td>[转正买社保, 专业房产知识, 高级写字楼, 节假日礼品, 员工生日会]</td>\n",
       "      <td>[广州-海珠区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>130488568</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/130488568...</td>\n",
       "      <td>Unity3d开发工程师（VR方向）</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 09:14:42</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>131014287</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/131014287...</td>\n",
       "      <td>3D建模\\/VR设计师</td>\n",
       "      <td>8-9千/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 09:02:35</td>\n",
       "      <td>[周末双休, 包吃, 绩效奖金, 五险一金, 带薪年假, 节日福利]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>129129834</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/129129834...</td>\n",
       "      <td>VR\\/AR装机工</td>\n",
       "      <td>4-6千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 08:45:38</td>\n",
       "      <td>[餐饮补贴, 节日福利, 包住宿, 全勤奖, 加班补贴, 住房补贴, 高温补贴, 专业培训]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>130720312</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130720312...</td>\n",
       "      <td>商务代表（VR硬件）</td>\n",
       "      <td>4-8千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 17:58:01</td>\n",
       "      <td>[五险一金, 周末双休, 绩效奖金]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>124844795</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/124844795...</td>\n",
       "      <td>U3D开发工程师（VR方向）</td>\n",
       "      <td>0.8-1.5万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 13:14:11</td>\n",
       "      <td>[员工旅游, 交通补贴, 餐饮补贴, 年终奖金, 弹性工作, 定期体检]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>100207915</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/100207915...</td>\n",
       "      <td>AR\\/VR开发工程师</td>\n",
       "      <td>0.7-1.5万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 11:55:04</td>\n",
       "      <td>[五险一金, 定期体检, 员工旅游, 年终奖金]</td>\n",
       "      <td>[广州-越秀区, 1年经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>129283670</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/129283670...</td>\n",
       "      <td>高级UI设计师（VR)</td>\n",
       "      <td>1.2-2万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:27:15</td>\n",
       "      <td>[五险一金, 补充医疗保险, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 定...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>130675775</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130675775...</td>\n",
       "      <td>外贸销售SALES（工厂+展厅全景3D VR视频）</td>\n",
       "      <td>4.8-7.2千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-19 22:22:53</td>\n",
       "      <td>[周末双休, 绩效奖金, 全勤奖, 国际站, 外贸平台, 电商运营, 跨境电商, 网站运营专...</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>125767458</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/125767458...</td>\n",
       "      <td>Unity VR游戏开发工程师</td>\n",
       "      <td>0.8-1.5万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-19 18:00:15</td>\n",
       "      <td>[带薪年假, 五险一金, 餐饮补贴, 加班补贴, 项目绩效, 工作绩效]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>130321695</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/130321695...</td>\n",
       "      <td>VR体验店店员</td>\n",
       "      <td>4-6千/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-19 09:26:32</td>\n",
       "      <td>[月休4天, 餐补, 房补, 全勤奖]</td>\n",
       "      <td>[广州-海珠区, 无需经验, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>127760507</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/127760507...</td>\n",
       "      <td>vr设计师</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-17 10:32:00</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-海珠区, 无需经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>110071031</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/110071031.htm...</td>\n",
       "      <td>Unity开发工程师（VR\\/AR\\/MR等前端）</td>\n",
       "      <td>0.5-1万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-14 13:00:01</td>\n",
       "      <td>[五险一金, 补充医疗保险, 周末双休, 加班补助, 节日福利, 带薪假期, 高温补贴, 绩...</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>127967168</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/127967168...</td>\n",
       "      <td>Unity3d\\/VR开发工程师</td>\n",
       "      <td>15-30万/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-04-20 10:32:07</td>\n",
       "      <td>[免费班车, 包吃, 免费停车, 专业培训]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>129975798</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/129975798...</td>\n",
       "      <td>UE4 VR开发工程师</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-04-19 04:00:42</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>130502027</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130502027...</td>\n",
       "      <td>VR摄影师</td>\n",
       "      <td>0.6-1万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-04-03 10:00:01</td>\n",
       "      <td>[专业培训, 带薪年假, 定期体检, 做五休二, 绩效奖金, 员工旅游]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>132052663</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/132052663...</td>\n",
       "      <td>空间（主案）设计师</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 09:06:30</td>\n",
       "      <td>[五险一金, 弹性工作, 氛围非常好, 无考勤约束]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 高中, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>131774251</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-zcq/131774251...</td>\n",
       "      <td>营销推广-底薪5000-贝壳平台</td>\n",
       "      <td>0.5-1万/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 14:02:12</td>\n",
       "      <td>[弹性工作, 带薪年假, 绩效奖金, 专业培训, 交通补贴]</td>\n",
       "      <td>[广州-增城区, 无需经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>131711102</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-zcq/131711102...</td>\n",
       "      <td>营销管培生\\/房产置业顾问\\/底薪5000</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 09:08:03</td>\n",
       "      <td>[五险一金, 员工旅游, 专业培训, 出国机会, 弹性工作, 节日福利, 年终奖金, 通讯补贴]</td>\n",
       "      <td>[广州-增城区, 无需经验, 招10人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>132128360</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/132128360...</td>\n",
       "      <td>美工</td>\n",
       "      <td>0.8-1万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>132004919</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132004919...</td>\n",
       "      <td>资深空间设计师</td>\n",
       "      <td>0.5-1万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 专业培训, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>130219896</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/130219896...</td>\n",
       "      <td>助理设计师</td>\n",
       "      <td>0.4-1万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[交通补贴, 专业培训, 社会保险]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 中专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>132091703</td>\n",
       "      <td>https://jobs.51job.com/foshan-nhq/132091703.ht...</td>\n",
       "      <td>上班可带耳机+28\\/小时</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[普工, 操作工, 小时工, 正式工, 组装工, 包装工, 临时工, 包吃住, 房补餐补, ...</td>\n",
       "      <td>[异地招聘, 无需经验, 招199人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>132067534</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-lwq/132067534...</td>\n",
       "      <td>效果图设计助理</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 免费班车, 员工旅游, 交通补贴, 餐饮补贴, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-荔湾区, 1年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>132062923</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/132062923...</td>\n",
       "      <td>效果图绘图员（工装）</td>\n",
       "      <td>0.9-1.2万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 员工旅游, 绩效奖金, 年终奖金, 生日福利]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>131873877</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/131873877...</td>\n",
       "      <td>资深3D设计师</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 补充医疗保险, 年终奖金, 定期体检, 员工旅游, 周末双休, 带薪年假, 节...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>130878408</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130878408...</td>\n",
       "      <td>代理包租公（可小白+有宿舍）</td>\n",
       "      <td>0.8-1万/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 包住宿, 绩效奖金, 节日福利, 专业培训, 晋升广阔...</td>\n",
       "      <td>[广州-天河区, 无需经验, 中专, 招6人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>114444973</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-byq/114444973...</td>\n",
       "      <td>区域销售代表</td>\n",
       "      <td>0.6-2万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 股票期...</td>\n",
       "      <td>[广州-白云区, 2年经验, 中专, 招15人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>129940196</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/129940196...</td>\n",
       "      <td>解决方案工程师</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 04:00:00</td>\n",
       "      <td>[节日福利, 出差补贴, 餐费补贴, 定期体检, 五险一金]</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>131435636</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/131435636...</td>\n",
       "      <td>Unity3d开发工程师</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-22 02:04:06</td>\n",
       "      <td>[五险]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>128000968</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/128000968.htm...</td>\n",
       "      <td>创新事业群UC事业部-前端开发专家-移动端</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-22 07:04:54</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>126934092</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/126934092...</td>\n",
       "      <td>室内设计师3050</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-21 09:14:04</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 专业培训]</td>\n",
       "      <td>[广州-越秀区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jobid                                           job_href  \\\n",
       "0   130380497  https://jobs.51job.com/guangzhou-hzq/130380497...   \n",
       "1   128100780  https://jobs.51job.com/guangzhou-pyq/128100780...   \n",
       "2   131622268  https://jobs.51job.com/guangzhou/131622268.htm...   \n",
       "3   129244147  https://jobs.51job.com/guangzhou/129244147.htm...   \n",
       "4   131661909  https://jobs.51job.com/guangzhou-thq/131661909...   \n",
       "5   128717438  https://jobs.51job.com/guangzhou/128717438.htm...   \n",
       "6   119998760  https://jobs.51job.com/guangzhou/119998760.htm...   \n",
       "7   120785801  https://jobs.51job.com/guangzhou-hpq/120785801...   \n",
       "8   130780439  https://jobs.51job.com/dongguan-sshq/130780439...   \n",
       "9   131950853  https://jobs.51job.com/guangzhou-thq/131950853...   \n",
       "10  126722704  https://jobs.51job.com/guangzhou-yxq/126722704...   \n",
       "11  128786283  https://jobs.51job.com/guangzhou-thq/128786283...   \n",
       "12  104357364  https://jobs.51job.com/guangzhou-pyq/104357364...   \n",
       "13  130035088  https://jobs.51job.com/guangzhou-thq/130035088...   \n",
       "14  128824758  https://jobs.51job.com/guangzhou-hpq/128824758...   \n",
       "15  125491145  https://jobs.51job.com/guangzhou-thq/125491145...   \n",
       "16  114681029  https://jobs.51job.com/guangzhou-pyq/114681029...   \n",
       "17  129516893  https://jobs.51job.com/guangzhou-pyq/129516893...   \n",
       "18  128363510  https://jobs.51job.com/guangzhou-hzq/128363510...   \n",
       "19  130488568  https://jobs.51job.com/guangzhou-pyq/130488568...   \n",
       "20  131014287  https://jobs.51job.com/guangzhou-hzq/131014287...   \n",
       "21  129129834  https://jobs.51job.com/guangzhou-pyq/129129834...   \n",
       "22  130720312  https://jobs.51job.com/guangzhou-thq/130720312...   \n",
       "23  124844795  https://jobs.51job.com/guangzhou-thq/124844795...   \n",
       "24  100207915  https://jobs.51job.com/guangzhou-yxq/100207915...   \n",
       "25  129283670  https://jobs.51job.com/guangzhou-yxq/129283670...   \n",
       "26  130675775  https://jobs.51job.com/guangzhou-thq/130675775...   \n",
       "27  125767458  https://jobs.51job.com/guangzhou-pyq/125767458...   \n",
       "28  130321695  https://jobs.51job.com/guangzhou-hzq/130321695...   \n",
       "29  127760507  https://jobs.51job.com/guangzhou-hzq/127760507...   \n",
       "30  110071031  https://jobs.51job.com/guangzhou/110071031.htm...   \n",
       "31  127967168  https://jobs.51job.com/guangzhou-hpq/127967168...   \n",
       "32  129975798  https://jobs.51job.com/guangzhou-thq/129975798...   \n",
       "33  130502027  https://jobs.51job.com/guangzhou-thq/130502027...   \n",
       "34  132052663  https://jobs.51job.com/guangzhou-pyq/132052663...   \n",
       "35  131774251  https://jobs.51job.com/guangzhou-zcq/131774251...   \n",
       "36  131711102  https://jobs.51job.com/guangzhou-zcq/131711102...   \n",
       "37  132128360  https://jobs.51job.com/guangzhou-pyq/132128360...   \n",
       "38  132004919  https://jobs.51job.com/guangzhou-thq/132004919...   \n",
       "39  130219896  https://jobs.51job.com/guangzhou-hzq/130219896...   \n",
       "40  132091703  https://jobs.51job.com/foshan-nhq/132091703.ht...   \n",
       "41  132067534  https://jobs.51job.com/guangzhou-lwq/132067534...   \n",
       "42  132062923  https://jobs.51job.com/guangzhou-pyq/132062923...   \n",
       "43  131873877  https://jobs.51job.com/guangzhou-yxq/131873877...   \n",
       "44  130878408  https://jobs.51job.com/guangzhou-thq/130878408...   \n",
       "45  114444973  https://jobs.51job.com/guangzhou-byq/114444973...   \n",
       "46  129940196  https://jobs.51job.com/guangzhou-hpq/129940196...   \n",
       "47  131435636  https://jobs.51job.com/guangzhou-hzq/131435636...   \n",
       "48  128000968  https://jobs.51job.com/guangzhou/128000968.htm...   \n",
       "49  126934092  https://jobs.51job.com/guangzhou-yxq/126934092...   \n",
       "\n",
       "                     job_name providesalary_text workyear  \\\n",
       "0        Unity3d\\/VR\\/AR开发工程师           1-1.5万/月        4   \n",
       "1         阿里国际站运营专员（双休+VR游戏机）             4-6千/月        3   \n",
       "2        AR\\VR高级开发工程师-金融AI实验室           1.2-2万/月        4   \n",
       "3                  VR门店店长\\/主管             5-8千/月        4   \n",
       "4                     VR视效设计师           1.5-2万/月        5   \n",
       "5                 贝壳\\/摄影师\\/VR             6-8千/月       10   \n",
       "6    VR\\/AR销售经理（5-10K 无责+高提成）           0.5-1万/月        3   \n",
       "7                   VR摄影师房源拍摄           1-1.5万/月        4   \n",
       "8                     VR算法工程师           40-50万/年        4   \n",
       "9            VR高级销售顾问（Saas云客）           1.5-2千/月        5   \n",
       "10                     VR眼镜包装             6-8千/月       10   \n",
       "11                 产品经理（VR项目）           1.5-2万/月        5   \n",
       "12             U3D开发工程师（VR方向）           1-1.5万/月        4   \n",
       "13               VR运营专员（粤享5G）             6-8千/月        3   \n",
       "14                    VR研发工程师           1.5-2万/月        3   \n",
       "15           3D设计师（AR\\/VR）沃视频         0.8-1.5万/月        3   \n",
       "16                    VR体验馆店长             5-8千/月            \n",
       "17                 销售经理（VR设备）         0.4-1.2万/月        3   \n",
       "18                     VR摄影专员             4-6千/月        3   \n",
       "19         Unity3d开发工程师（VR方向）           1-1.5万/月        4   \n",
       "20                3D建模\\/VR设计师             8-9千/月        4   \n",
       "21                  VR\\/AR装机工             4-6千/月        3   \n",
       "22                 商务代表（VR硬件）             4-8千/月        3   \n",
       "23             U3D开发工程师（VR方向）         0.8-1.5万/月        3   \n",
       "24                AR\\/VR开发工程师         0.7-1.5万/月        3   \n",
       "25                高级UI设计师（VR)           1.2-2万/月        5   \n",
       "26  外贸销售SALES（工厂+展厅全景3D VR视频）         4.8-7.2千/月        3   \n",
       "27            Unity VR游戏开发工程师         0.8-1.5万/月        4   \n",
       "28                    VR体验店店员             4-6千/月       10   \n",
       "29                      vr设计师             6-8千/月       10   \n",
       "30  Unity开发工程师（VR\\/AR\\/MR等前端）           0.5-1万/月        4   \n",
       "31           Unity3d\\/VR开发工程师           15-30万/年        5   \n",
       "32                UE4 VR开发工程师           1-1.5万/月        3   \n",
       "33                      VR摄影师           0.6-1万/月        3   \n",
       "34                  空间（主案）设计师           1-1.5万/月        4   \n",
       "35           营销推广-底薪5000-贝壳平台           0.5-1万/月       10   \n",
       "36      营销管培生\\/房产置业顾问\\/底薪5000             6-8千/月       10   \n",
       "37                         美工           0.8-1万/月        5   \n",
       "38                    资深空间设计师           0.5-1万/月        4   \n",
       "39                      助理设计师           0.4-1万/月        4   \n",
       "40              上班可带耳机+28\\/小时             6-8千/月       10   \n",
       "41                    效果图设计助理             6-8千/月        3   \n",
       "42                 效果图绘图员（工装）         0.9-1.2万/月        5   \n",
       "43                    资深3D设计师           1-1.5万/月        5   \n",
       "44             代理包租公（可小白+有宿舍）           0.8-1万/月       10   \n",
       "45                     区域销售代表           0.6-2万/月        4   \n",
       "46                    解决方案工程师           1.5-2万/月        4   \n",
       "47               Unity3d开发工程师             6-8千/月        4   \n",
       "48      创新事业群UC事业部-前端开发专家-移动端                           5   \n",
       "49                  室内设计师3050             6-8千/月        6   \n",
       "\n",
       "              issuedate                                       jobwelf_list  \\\n",
       "0   2021-05-22 04:00:53                          [五险一金, 补充公积金, 专业培训, 年终奖金]   \n",
       "1   2021-05-22 04:00:53                     [五险一金, 餐饮补贴, 年终奖金, 员工旅游, 专业培训]   \n",
       "2   2021-05-21 08:58:48  [五险一金, 免费班车, 绩效奖金, 定期体检, 补充医疗保险, 年终奖金, 出差补贴, 免...   \n",
       "3   2021-05-20 14:03:45                                             [餐饮补贴]   \n",
       "4   2021-05-22 11:29:04                       [包吃, 带薪年假, 节日福利, 绩效奖金, 五险一金]   \n",
       "5   2021-05-21 21:32:34                           [弹性工作, 带薪年假, 绩效奖金, 专业培训]   \n",
       "6   2021-05-21 20:30:05    [周末双休, 带薪年假, 绩效奖金, 全勤奖, 通讯补贴, 交通补贴, 节日福利, 专业培训]   \n",
       "7   2021-05-21 18:11:16  [五险一金, 绩效奖金, 节日福利, 带薪年假, 专业培训, 高温补贴, 住房补贴, 加班补...   \n",
       "8   2021-05-21 16:45:23   [带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 员工旅游, 年终奖金, 住房补贴]   \n",
       "9   2021-05-21 14:00:01  [五险一金, 专业培训, 定期体检, 员工旅游, 补充医疗保险, 交通补贴, 绩效奖金, 年...   \n",
       "10  2021-05-21 13:14:06                    [包吃, 包三餐, 节日福利, 全勤奖, 绩效奖金, 包住宿]   \n",
       "11  2021-05-21 11:41:24               [五险一金, 交通补贴, 餐饮补贴, 员工旅游, 年终奖金, 股票期权]   \n",
       "12  2021-05-21 10:59:17  [节日福利, 带薪年假, 法定节假日, 广州社保, 补充医疗保险, 项目提成, 团建聚餐, ...   \n",
       "13  2021-05-21 10:05:58               [上市公司, 自有大厦, 大牛带队, 周末双休, 定期体检, 通讯补贴]   \n",
       "14  2021-05-21 09:53:57                                                 []   \n",
       "15  2021-05-21 09:33:22                                                 []   \n",
       "16  2021-05-21 09:25:21                 [社保五险, 餐饮补贴, 通讯补贴, 包吃, 绩效奖金, 专业培训]   \n",
       "17  2021-05-21 09:21:06         [五险一金, 员工旅游, 餐饮补贴, 专业培训, 出国机会, 绩效奖金, 年终奖金]   \n",
       "18  2021-05-21 09:18:03               [转正买社保, 专业房产知识, 高级写字楼, 节假日礼品, 员工生日会]   \n",
       "19  2021-05-21 09:14:42                                                 []   \n",
       "20  2021-05-21 09:02:35                 [周末双休, 包吃, 绩效奖金, 五险一金, 带薪年假, 节日福利]   \n",
       "21  2021-05-21 08:45:38     [餐饮补贴, 节日福利, 包住宿, 全勤奖, 加班补贴, 住房补贴, 高温补贴, 专业培训]   \n",
       "22  2021-05-20 17:58:01                                 [五险一金, 周末双休, 绩效奖金]   \n",
       "23  2021-05-20 13:14:11               [员工旅游, 交通补贴, 餐饮补贴, 年终奖金, 弹性工作, 定期体检]   \n",
       "24  2021-05-20 11:55:04                           [五险一金, 定期体检, 员工旅游, 年终奖金]   \n",
       "25  2021-05-20 09:27:15  [五险一金, 补充医疗保险, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 定...   \n",
       "26  2021-05-19 22:22:53  [周末双休, 绩效奖金, 全勤奖, 国际站, 外贸平台, 电商运营, 跨境电商, 网站运营专...   \n",
       "27  2021-05-19 18:00:15               [带薪年假, 五险一金, 餐饮补贴, 加班补贴, 项目绩效, 工作绩效]   \n",
       "28  2021-05-19 09:26:32                                [月休4天, 餐补, 房补, 全勤奖]   \n",
       "29  2021-05-17 10:32:00                                                 []   \n",
       "30  2021-05-14 13:00:01  [五险一金, 补充医疗保险, 周末双休, 加班补助, 节日福利, 带薪假期, 高温补贴, 绩...   \n",
       "31  2021-04-20 10:32:07                             [免费班车, 包吃, 免费停车, 专业培训]   \n",
       "32  2021-04-19 04:00:42                                                 []   \n",
       "33  2021-04-03 10:00:01               [专业培训, 带薪年假, 定期体检, 做五休二, 绩效奖金, 员工旅游]   \n",
       "34  2021-05-22 09:06:30                         [五险一金, 弹性工作, 氛围非常好, 无考勤约束]   \n",
       "35  2021-05-22 14:02:12                     [弹性工作, 带薪年假, 绩效奖金, 专业培训, 交通补贴]   \n",
       "36  2021-05-22 09:08:03   [五险一金, 员工旅游, 专业培训, 出国机会, 弹性工作, 节日福利, 年终奖金, 通讯补贴]   \n",
       "37  2021-05-22 04:00:53                                                 []   \n",
       "38  2021-05-22 04:00:53               [五险一金, 员工旅游, 餐饮补贴, 专业培训, 绩效奖金, 年终奖金]   \n",
       "39  2021-05-22 04:00:53                                 [交通补贴, 专业培训, 社会保险]   \n",
       "40  2021-05-22 04:00:53  [普工, 操作工, 小时工, 正式工, 组装工, 包装工, 临时工, 包吃住, 房补餐补, ...   \n",
       "41  2021-05-22 04:00:53         [五险一金, 免费班车, 员工旅游, 交通补贴, 餐饮补贴, 绩效奖金, 年终奖金]   \n",
       "42  2021-05-22 04:00:53                     [五险一金, 员工旅游, 绩效奖金, 年终奖金, 生日福利]   \n",
       "43  2021-05-22 04:00:53  [五险一金, 补充医疗保险, 年终奖金, 定期体检, 员工旅游, 周末双休, 带薪年假, 节...   \n",
       "44  2021-05-22 04:00:53  [弹性工作, 带薪年假, 五险一金, 包住宿, 绩效奖金, 节日福利, 专业培训, 晋升广阔...   \n",
       "45  2021-05-22 04:00:53  [五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 股票期...   \n",
       "46  2021-05-22 04:00:00                     [节日福利, 出差补贴, 餐费补贴, 定期体检, 五险一金]   \n",
       "47  2021-05-22 02:04:06                                               [五险]   \n",
       "48  2021-05-22 07:04:54                                                 []   \n",
       "49  2021-05-21 09:14:04                [带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 专业培训]   \n",
       "\n",
       "                 attribute_text  \n",
       "0       [广州-海珠区, 2年经验, 大专, 招4人]  \n",
       "1       [广州-番禺区, 1年经验, 大专, 招1人]  \n",
       "2          [广州, 2年经验, 本科, 招若干人]  \n",
       "3           [广州, 2年经验, 大专, 招1人]  \n",
       "4     [广州-天河区, 3-4年经验, 本科, 招1人]  \n",
       "5          [广州, 无需经验, 本科, 招10人]  \n",
       "6           [广州, 1年经验, 大专, 招3人]  \n",
       "7           [广州-黄埔区, 2年经验, 招2人]  \n",
       "8         [异地招聘, 2年经验, 博士, 招1人]  \n",
       "9     [广州-天河区, 3-4年经验, 本科, 招2人]  \n",
       "10  [广州-越秀区, 无需经验, 初中及以下, 招77人]  \n",
       "11   [广州-天河区, 3-4年经验, 本科, 招若干人]  \n",
       "12      [广州-番禺区, 2年经验, 大专, 招2人]  \n",
       "13      [广州-天河区, 1年经验, 本科, 招1人]  \n",
       "14      [广州-黄埔区, 1年经验, 本科, 招1人]  \n",
       "15      [广州-天河区, 1年经验, 本科, 招1人]  \n",
       "16                [广州-番禺区, 招3人]  \n",
       "17     [广州-番禺区, 1年经验, 大专, 招若干人]  \n",
       "18      [广州-海珠区, 1年经验, 大专, 招1人]  \n",
       "19      [广州-番禺区, 2年经验, 本科, 招1人]  \n",
       "20      [广州-海珠区, 2年经验, 本科, 招1人]  \n",
       "21          [广州-番禺区, 1年经验, 招2人]  \n",
       "22      [广州-天河区, 1年经验, 大专, 招1人]  \n",
       "23      [广州-天河区, 1年经验, 本科, 招1人]  \n",
       "24      [广州-越秀区, 1年经验, 大专, 招3人]  \n",
       "25    [广州-越秀区, 3-4年经验, 本科, 招1人]  \n",
       "26      [广州-天河区, 1年经验, 大专, 招3人]  \n",
       "27      [广州-番禺区, 2年经验, 本科, 招2人]  \n",
       "28         [广州-海珠区, 无需经验, 招若干人]  \n",
       "29     [广州-海珠区, 无需经验, 大专, 招若干人]  \n",
       "30          [广州, 2年经验, 本科, 招1人]  \n",
       "31    [广州-黄埔区, 3-4年经验, 本科, 招1人]  \n",
       "32      [广州-天河区, 1年经验, 大专, 招1人]  \n",
       "33     [广州-天河区, 1年经验, 大专, 招若干人]  \n",
       "34      [广州-番禺区, 2年经验, 高中, 招5人]  \n",
       "35      [广州-增城区, 无需经验, 大专, 招3人]  \n",
       "36         [广州-增城区, 无需经验, 招10人]  \n",
       "37    [广州-番禺区, 3-4年经验, 大专, 招1人]  \n",
       "38      [广州-天河区, 2年经验, 本科, 招2人]  \n",
       "39     [广州-海珠区, 2年经验, 中专, 招若干人]  \n",
       "40          [异地招聘, 无需经验, 招199人]  \n",
       "41     [广州-荔湾区, 1年经验, 大专, 招若干人]  \n",
       "42    [广州-番禺区, 3-4年经验, 本科, 招1人]  \n",
       "43   [广州-越秀区, 3-4年经验, 大专, 招若干人]  \n",
       "44      [广州-天河区, 无需经验, 中专, 招6人]  \n",
       "45     [广州-白云区, 2年经验, 中专, 招15人]  \n",
       "46      [广州-黄埔区, 2年经验, 本科, 招1人]  \n",
       "47     [广州-海珠区, 2年经验, 大专, 招若干人]  \n",
       "48       [广州, 3-4年经验, 本科, 招若干人]  \n",
       "49    [广州-越秀区, 5-7年经验, 大专, 招1人]  "
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 完善表格信息\n",
    "df_results['providesalary_text']=[i.replace('\\/','/') for i in df_results['providesalary_text']]\n",
    "df_results['job_href']=[i.replace('\\/','/') for i in df_results['job_href']]\n",
    "df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 将完善好的内容存入excel\n",
    "with pd.ExcelWriter('51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_results.to_excel(writer, sheet_name='职位搜寻')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 通过“total_page”来得到相关职位一共有多少页\n",
    "r = session.get( url )\n",
    "d= r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1]\n",
    "shu=d.split(\"total_page\")[1].split(',')[0].split('\"')[2]\n",
    "int(shu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2'"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b=url.split(',')[0:8]\n",
    "b=','.join(b)\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=url\n",
    "a=url.split(',')[8].split('.')[1]\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,4.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,5.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,6.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,7.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,8.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,9.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,10.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,11.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,12.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,13.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,14.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,15.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,16.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,17.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,18.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,19.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,20.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,21.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,22.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,23.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,24.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,25.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,26.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,27.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,28.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fanye=[]\n",
    "for i in range(1,int(shu)+1):\n",
    "    c=b+','+str(i)+'.'+a \n",
    "    fanye.append(c)\n",
    "display(fanye)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>130380497</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13038...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>128100780</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12810...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>131622268</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131622268...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>129244147</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129244147...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>131661909</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13166...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>20</td>\n",
       "      <td>129722857</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12972...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>21</td>\n",
       "      <td>129721492</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12972...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>22</td>\n",
       "      <td>128311380</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12831...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>23</td>\n",
       "      <td>121592003</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12159...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>24</td>\n",
       "      <td>121016293</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12101...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1375 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index      jobid                                           job_href\n",
       "0         0  130380497  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13038...\n",
       "1         1  128100780  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12810...\n",
       "2         2  131622268  https:\\/\\/jobs.51job.com\\/guangzhou\\/131622268...\n",
       "3         3  129244147  https:\\/\\/jobs.51job.com\\/guangzhou\\/129244147...\n",
       "4         4  131661909  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13166...\n",
       "...     ...        ...                                                ...\n",
       "1370     20  129722857  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12972...\n",
       "1371     21  129721492  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12972...\n",
       "1372     22  128311380  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12831...\n",
       "1373     23  121592003  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12159...\n",
       "1374     24  121016293  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12101...\n",
       "\n",
       "[1375 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fanye_url_list=[]\n",
    "for fan_url in fanye:\n",
    "    r=session.get(fan_url)\n",
    "    a= r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "    results = eval(a)\n",
    "    df_results = pd.DataFrame(results['engine_search_result'])[['jobid','job_href']]\n",
    "    fanye_url_list.append(df_results)\n",
    "    fanye_all=pd.concat(fanye_url_list).reset_index()\n",
    "display(fanye_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>130380497</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/130380497...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>128100780</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/128100780...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>131622268</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/131622268.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>129244147</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/129244147.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>131661909</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131661909...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>20</td>\n",
       "      <td>129722857</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/129722857...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>21</td>\n",
       "      <td>129721492</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/129721492...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>22</td>\n",
       "      <td>128311380</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/128311380...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>23</td>\n",
       "      <td>121592003</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/121592003...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>24</td>\n",
       "      <td>121016293</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/121016293...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1375 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index      jobid                                           job_href\n",
       "0         0  130380497  https://jobs.51job.com/guangzhou-hzq/130380497...\n",
       "1         1  128100780  https://jobs.51job.com/guangzhou-pyq/128100780...\n",
       "2         2  131622268  https://jobs.51job.com/guangzhou/131622268.htm...\n",
       "3         3  129244147  https://jobs.51job.com/guangzhou/129244147.htm...\n",
       "4         4  131661909  https://jobs.51job.com/guangzhou-thq/131661909...\n",
       "...     ...        ...                                                ...\n",
       "1370     20  129722857  https://jobs.51job.com/guangzhou-thq/129722857...\n",
       "1371     21  129721492  https://jobs.51job.com/guangzhou-thq/129721492...\n",
       "1372     22  128311380  https://jobs.51job.com/guangzhou-thq/128311380...\n",
       "1373     23  121592003  https://jobs.51job.com/guangzhou-thq/121592003...\n",
       "1374     24  121016293  https://jobs.51job.com/guangzhou-thq/121016293...\n",
       "\n",
       "[1375 rows x 3 columns]"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fanye_all['job_href']=[i.replace('\\/','/') for i in fanye_all['job_href']]\n",
    "fanye_all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 详细页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "urls_list=fanye_all['job_href'].to_list()\n",
    "urls_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "a=[session.get(i) for i in urls_list]\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df=[]\n",
    "for url in urls_list:\n",
    "    r=session.get(url)\n",
    "    职位名称_xpath='.//h1/text()'\n",
    "    职位信息_xpath='.//div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    联系方式_xpath='.//div[@class=\"bmsg inbox\"]/p/text()'\n",
    "    职位名称=r.html.xpath(职位名称_xpath)\n",
    "    职位信息=r.html.xpath(职位信息_xpath)\n",
    "    联系方式=r.html.xpath(联系方式_xpath)\n",
    "    职位信息=''.join(职位信息)\n",
    "    df=pd.DataFrame({\n",
    "        '职位名称':职位名称,\n",
    "        '职位信息':职位信息,\n",
    "#       '联系方式':联系方式\n",
    "\n",
    "    })\n",
    "    list_df.append(df)\n",
    "df_all=pd.concat(list_df).reset_index()\n",
    "display(df_all)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 将详细页存入excel\n",
    "with pd.ExcelWriter('51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='详细页内容')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "version": "3.8.3"
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   "title_sidebar": "Contents",
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